11  Reshaping and pivots

11.1 Tidy data explainer

‘Tidy Data’ is a set of technical ideas about how data should be structured (Wickham, 2014). The original article is very much worth reading, as it emphasizes that data processing is part of the data analysis workflow - not only in a procedural sense, but in the cognitive sense that data processing and shaping is a representation of what research questions and analyses can be conducted.

There are three rules that make a dataset tidy according to Wickham (2023):

• Each variable is a column; each column is a variable.
• Each observation is a row; each row is an observation.
• Each value is a cell; each cell is a single value.

Read Wickham’s chapter on Tidy Data in the second edition of R4DS. His visualizations are useful, but unfortunately the license he uses means I can’t directly include them in this book.

Alison Horst has created some infographics that explain its simplest elements well:

11.2 Examples of more and less Tidy Data

table1 is tidiest, and therefore easiest to work with within many workflows, because it adheres to the above rules. To see this in action, try to calculate a percentage prevalence (cases/population) using each dataset.

library(tidyverse)
library(knitr)
library(kableExtra)

table1 %>%
  kable() %>%
  kable_classic(full_width = FALSE)

country	year	cases	population
Afghanistan	1999	745	19987071
Afghanistan	2000	2666	20595360
Brazil	1999	37737	172006362
Brazil	2000	80488	174504898
China	1999	212258	1272915272
China	2000	213766	1280428583

table2 %>%
  kable() %>%
  kable_classic(full_width = FALSE)

country	year	type	count
Afghanistan	1999	cases	745
Afghanistan	1999	population	19987071
Afghanistan	2000	cases	2666
Afghanistan	2000	population	20595360
Brazil	1999	cases	37737
Brazil	1999	population	172006362
Brazil	2000	cases	80488
Brazil	2000	population	174504898
China	1999	cases	212258
China	1999	population	1272915272
China	2000	cases	213766
China	2000	population	1280428583

table3 %>%
  kable() %>%
  kable_classic(full_width = FALSE)

country	year	rate
Afghanistan	1999	745/19987071
Afghanistan	2000	2666/20595360
Brazil	1999	37737/172006362
Brazil	2000	80488/174504898
China	1999	212258/1272915272
China	2000	213766/1280428583

11.2.0.1 Check your learning

Why do table2 and table3 not as Tidy as table1?

11.3 Non-tidy data

There are many forms of data that are non-tidy without being messy. A proper understanding of Tidy Data requires that you understand this distinction. See Wickham’s description in the first edition of the R4DS book.

11.4 There is no one Tidy to rule them all

The same data can be represented in many different ways and still be Tidy: it can be wider or longer.

# pivot table2 to a wider format to create table1
table2 %>%
  pivot_wider(names_from = type,
              values_from = count) %>%
  kable() %>%
  kable_classic(full_width = FALSE)

country	year	cases	population
Afghanistan	1999	745	19987071
Afghanistan	2000	2666	20595360
Brazil	1999	37737	172006362
Brazil	2000	80488	174504898
China	1999	212258	1272915272
China	2000	213766	1280428583

# compare to table1
table1 %>%
  kable() %>%
  kable_classic(full_width = FALSE)

country	year	cases	population
Afghanistan	1999	745	19987071
Afghanistan	2000	2666	20595360
Brazil	1999	37737	172006362
Brazil	2000	80488	174504898
China	1999	212258	1272915272
China	2000	213766	1280428583

This gif helps illustrate what’s happening when you pivot data to be wider or longer (source):

11.5 Example

11.5.1 Simulate data in wide format

11.5.2 Cronbach’s alpha

Wide data like this is a) common and b) useful for calculating metrics like internal consistency.

res_alpha_depression1 <- dat_likert_wide %>%
  select(starts_with("depression1_")) %>%
  psych::alpha()

cronbachs_depression1_alpha <- res_alpha_depression1$total$raw_alpha |>
  round_half_up(digits = 2)


res_alpha_depression2 <- dat_likert_wide %>%
  select(starts_with("depression2_")) %>%
  psych::alpha()

cronbachs_depression2_alpha <- res_alpha_depression2$total$raw_alpha |>
  round_half_up(digits = 2)

Cronbach’s \(\alpha\)s:

• Depression1 scale: 0.71
• Depression1 scale: 0.78

11.5.3 Plot simulated data

ggplot(dat_likert_wide, aes(x = depression1_item1)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item2)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item3)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item4)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item5)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item6)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item7)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item8)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item9)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression1_item10)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression2_item1)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression2_item2)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression2_item3)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression2_item4)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression2_item5)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression2_item6)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

ggplot(dat_likert_wide, aes(x = depression2_item7)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw()

• These plots repeat the mortal coding sin of repeating ourselves. If we reshaped the data to ‘long’ format we could use just one ggplot() call that includes facet_wrap().

11.5.4 pivot_longer()

Using pivot_longer().

dat_likert_long <- dat_likert_wide %>%
  pivot_longer(cols = starts_with("depression"),
               names_to = "scale_item",
               values_to = "response")

ggplot(dat_likert_long, aes(x = response)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw() +
  facet_wrap(~ scale_item)

What other ways could you specify this pivot_longer()’s cols argument through negative selection?

# answer: negative selection
dat_likert_long <- dat_likert_wide %>%
  pivot_longer(cols = c(-id, -gender, -age),
               names_to = "scale_item",
               values_to = "response")

ggplot(dat_likert_long, aes(x = response)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw() +
  facet_wrap(~ scale_item)

11.5.4.1 Check your learning

Why is dat_likert_long not as tidy as it could be?

dat_likert_long 

id	age	gender	scale_item	response
1	20	female	depression1_item1	3
1	20	female	depression1_item2	1
1	20	female	depression1_item3	5
1	20	female	depression1_item4	2
1	20	female	depression1_item5	2
1	20	female	depression1_item6	1
1	20	female	depression1_item7	4
1	20	female	depression1_item8	4
1	20	female	depression1_item9	1
1	20	female	depression1_item10	5
1	20	female	depression2_item1	6
1	20	female	depression2_item2	3
1	20	female	depression2_item3	3
1	20	female	depression2_item4	4
1	20	female	depression2_item5	1
1	20	female	depression2_item6	2
1	20	female	depression2_item7	2
2	22	female	depression1_item1	4
2	22	female	depression1_item2	6
2	22	female	depression1_item3	6
2	22	female	depression1_item4	5
2	22	female	depression1_item5	4
2	22	female	depression1_item6	6
2	22	female	depression1_item7	4
2	22	female	depression1_item8	6
2	22	female	depression1_item9	3
2	22	female	depression1_item10	4
2	22	female	depression2_item1	6
2	22	female	depression2_item2	6
2	22	female	depression2_item3	2
2	22	female	depression2_item4	4
2	22	female	depression2_item5	4
2	22	female	depression2_item6	3
2	22	female	depression2_item7	4
3	45	female	depression1_item1	4
3	45	female	depression1_item2	3
3	45	female	depression1_item3	3
3	45	female	depression1_item4	2
3	45	female	depression1_item5	3
3	45	female	depression1_item6	3
3	45	female	depression1_item7	2
3	45	female	depression1_item8	2
3	45	female	depression1_item9	5
3	45	female	depression1_item10	4
3	45	female	depression2_item1	5
3	45	female	depression2_item2	4
3	45	female	depression2_item3	4
3	45	female	depression2_item4	4
3	45	female	depression2_item5	6
3	45	female	depression2_item6	5
3	45	female	depression2_item7	3
4	28	female	depression1_item1	3
4	28	female	depression1_item2	4
4	28	female	depression1_item3	4
4	28	female	depression1_item4	1
4	28	female	depression1_item5	3
4	28	female	depression1_item6	6
4	28	female	depression1_item7	3
4	28	female	depression1_item8	4
4	28	female	depression1_item9	2
4	28	female	depression1_item10	3
4	28	female	depression2_item1	3
4	28	female	depression2_item2	5
4	28	female	depression2_item3	3
4	28	female	depression2_item4	4
4	28	female	depression2_item5	4
4	28	female	depression2_item6	5
4	28	female	depression2_item7	4
5	31	female	depression1_item1	3
5	31	female	depression1_item2	4
5	31	female	depression1_item3	2
5	31	female	depression1_item4	6
5	31	female	depression1_item5	5
5	31	female	depression1_item6	3
5	31	female	depression1_item7	5
5	31	female	depression1_item8	4
5	31	female	depression1_item9	3
5	31	female	depression1_item10	2
5	31	female	depression2_item1	3
5	31	female	depression2_item2	6
5	31	female	depression2_item3	2
5	31	female	depression2_item4	7
5	31	female	depression2_item5	3
5	31	female	depression2_item6	2
5	31	female	depression2_item7	3
6	33	male	depression1_item1	6
6	33	male	depression1_item2	4
6	33	male	depression1_item3	4
6	33	male	depression1_item4	5
6	33	male	depression1_item5	4
6	33	male	depression1_item6	2
6	33	male	depression1_item7	2
6	33	male	depression1_item8	5
6	33	male	depression1_item9	2
6	33	male	depression1_item10	5
6	33	male	depression2_item1	4
6	33	male	depression2_item2	4
6	33	male	depression2_item3	3
6	33	male	depression2_item4	3
6	33	male	depression2_item5	6
6	33	male	depression2_item6	5
6	33	male	depression2_item7	4
7	22	female	depression1_item1	3
7	22	female	depression1_item2	4
7	22	female	depression1_item3	1
7	22	female	depression1_item4	3
7	22	female	depression1_item5	2
7	22	female	depression1_item6	1
7	22	female	depression1_item7	3
7	22	female	depression1_item8	3
7	22	female	depression1_item9	3
7	22	female	depression1_item10	3
7	22	female	depression2_item1	1
7	22	female	depression2_item2	4
7	22	female	depression2_item3	4
7	22	female	depression2_item4	3
7	22	female	depression2_item5	5
7	22	female	depression2_item6	2
7	22	female	depression2_item7	3
8	25	nonbinary	depression1_item1	6
8	25	nonbinary	depression1_item2	5
8	25	nonbinary	depression1_item3	3
8	25	nonbinary	depression1_item4	4
8	25	nonbinary	depression1_item5	4
8	25	nonbinary	depression1_item6	3
8	25	nonbinary	depression1_item7	6
8	25	nonbinary	depression1_item8	4
8	25	nonbinary	depression1_item9	3
8	25	nonbinary	depression1_item10	4
8	25	nonbinary	depression2_item1	5
8	25	nonbinary	depression2_item2	2
8	25	nonbinary	depression2_item3	5
8	25	nonbinary	depression2_item4	3
8	25	nonbinary	depression2_item5	5
8	25	nonbinary	depression2_item6	6
8	25	nonbinary	depression2_item7	2
9	23	male	depression1_item1	3
9	23	male	depression1_item2	6
9	23	male	depression1_item3	1
9	23	male	depression1_item4	4
9	23	male	depression1_item5	2
9	23	male	depression1_item6	3
9	23	male	depression1_item7	5
9	23	male	depression1_item8	3
9	23	male	depression1_item9	3
9	23	male	depression1_item10	7
9	23	male	depression2_item1	1
9	23	male	depression2_item2	2
9	23	male	depression2_item3	2
9	23	male	depression2_item4	1
9	23	male	depression2_item5	2
9	23	male	depression2_item6	1
9	23	male	depression2_item7	2
10	38	female	depression1_item1	2
10	38	female	depression1_item2	4
10	38	female	depression1_item3	5
10	38	female	depression1_item4	3
10	38	female	depression1_item5	3
10	38	female	depression1_item6	4
10	38	female	depression1_item7	2
10	38	female	depression1_item8	6
10	38	female	depression1_item9	6
10	38	female	depression1_item10	3
10	38	female	depression2_item1	5
10	38	female	depression2_item2	3
10	38	female	depression2_item3	7
10	38	female	depression2_item4	6
10	38	female	depression2_item5	3
10	38	female	depression2_item6	3
10	38	female	depression2_item7	3
11	21	female	depression1_item1	2
11	21	female	depression1_item2	4
11	21	female	depression1_item3	3
11	21	female	depression1_item4	5
11	21	female	depression1_item5	2
11	21	female	depression1_item6	3
11	21	female	depression1_item7	4
11	21	female	depression1_item8	4
11	21	female	depression1_item9	3
11	21	female	depression1_item10	2
11	21	female	depression2_item1	1
11	21	female	depression2_item2	2
11	21	female	depression2_item3	4
11	21	female	depression2_item4	4
11	21	female	depression2_item5	4
11	21	female	depression2_item6	1
11	21	female	depression2_item7	4
12	22	female	depression1_item1	1
12	22	female	depression1_item2	5
12	22	female	depression1_item3	1
12	22	female	depression1_item4	3
12	22	female	depression1_item5	2
12	22	female	depression1_item6	6
12	22	female	depression1_item7	2
12	22	female	depression1_item8	1
12	22	female	depression1_item9	2
12	22	female	depression1_item10	2
12	22	female	depression2_item1	3
12	22	female	depression2_item2	3
12	22	female	depression2_item3	3
12	22	female	depression2_item4	1
12	22	female	depression2_item5	1
12	22	female	depression2_item6	3
12	22	female	depression2_item7	3
13	41	male	depression1_item1	4
13	41	male	depression1_item2	5
13	41	male	depression1_item3	3
13	41	male	depression1_item4	6
13	41	male	depression1_item5	6
13	41	male	depression1_item6	5
13	41	male	depression1_item7	3
13	41	male	depression1_item8	6
13	41	male	depression1_item9	6
13	41	male	depression1_item10	4
13	41	male	depression2_item1	6
13	41	male	depression2_item2	7
13	41	male	depression2_item3	4
13	41	male	depression2_item4	3
13	41	male	depression2_item5	6
13	41	male	depression2_item6	7
13	41	male	depression2_item7	5
14	43	nonbinary	depression1_item1	3
14	43	nonbinary	depression1_item2	4
14	43	nonbinary	depression1_item3	4
14	43	nonbinary	depression1_item4	3
14	43	nonbinary	depression1_item5	5
14	43	nonbinary	depression1_item6	2
14	43	nonbinary	depression1_item7	1
14	43	nonbinary	depression1_item8	4
14	43	nonbinary	depression1_item9	4
14	43	nonbinary	depression1_item10	5
14	43	nonbinary	depression2_item1	5
14	43	nonbinary	depression2_item2	5
14	43	nonbinary	depression2_item3	5
14	43	nonbinary	depression2_item4	5
14	43	nonbinary	depression2_item5	4
14	43	nonbinary	depression2_item6	6
14	43	nonbinary	depression2_item7	4
15	29	female	depression1_item1	4
15	29	female	depression1_item2	5
15	29	female	depression1_item3	7
15	29	female	depression1_item4	5
15	29	female	depression1_item5	3
15	29	female	depression1_item6	4
15	29	female	depression1_item7	3
15	29	female	depression1_item8	3
15	29	female	depression1_item9	6
15	29	female	depression1_item10	3
15	29	female	depression2_item1	4
15	29	female	depression2_item2	1
15	29	female	depression2_item3	2
15	29	female	depression2_item4	6
15	29	female	depression2_item5	2
15	29	female	depression2_item6	6
15	29	female	depression2_item7	5
16	35	female	depression1_item1	2
16	35	female	depression1_item2	2
16	35	female	depression1_item3	5
16	35	female	depression1_item4	5
16	35	female	depression1_item5	1
16	35	female	depression1_item6	4
16	35	female	depression1_item7	3
16	35	female	depression1_item8	3
16	35	female	depression1_item9	5
16	35	female	depression1_item10	2
16	35	female	depression2_item1	6
16	35	female	depression2_item2	2
16	35	female	depression2_item3	3
16	35	female	depression2_item4	6
16	35	female	depression2_item5	4
16	35	female	depression2_item6	5
16	35	female	depression2_item7	3
17	24	male	depression1_item1	6
17	24	male	depression1_item2	4
17	24	male	depression1_item3	1
17	24	male	depression1_item4	7
17	24	male	depression1_item5	5
17	24	male	depression1_item6	5
17	24	male	depression1_item7	2
17	24	male	depression1_item8	4
17	24	male	depression1_item9	4
17	24	male	depression1_item10	3
17	24	male	depression2_item1	4
17	24	male	depression2_item2	5
17	24	male	depression2_item3	4
17	24	male	depression2_item4	5
17	24	male	depression2_item5	2
17	24	male	depression2_item6	4
17	24	male	depression2_item7	6
18	45	female	depression1_item1	5
18	45	female	depression1_item2	6
18	45	female	depression1_item3	5
18	45	female	depression1_item4	3
18	45	female	depression1_item5	4
18	45	female	depression1_item6	7
18	45	female	depression1_item7	6
18	45	female	depression1_item8	7
18	45	female	depression1_item9	5
18	45	female	depression1_item10	6
18	45	female	depression2_item1	7
18	45	female	depression2_item2	7
18	45	female	depression2_item3	6
18	45	female	depression2_item4	6
18	45	female	depression2_item5	6
18	45	female	depression2_item6	7
18	45	female	depression2_item7	6
19	30	female	depression1_item1	4
19	30	female	depression1_item2	6
19	30	female	depression1_item3	7
19	30	female	depression1_item4	5
19	30	female	depression1_item5	6
19	30	female	depression1_item6	3
19	30	female	depression1_item7	2
19	30	female	depression1_item8	6
19	30	female	depression1_item9	7
19	30	female	depression1_item10	7
19	30	female	depression2_item1	7
19	30	female	depression2_item2	6
19	30	female	depression2_item3	5
19	30	female	depression2_item4	7
19	30	female	depression2_item5	7
19	30	female	depression2_item6	6
19	30	female	depression2_item7	6
20	27	female	depression1_item1	3
20	27	female	depression1_item2	2
20	27	female	depression1_item3	4
20	27	female	depression1_item4	2
20	27	female	depression1_item5	3
20	27	female	depression1_item6	1
20	27	female	depression1_item7	5
20	27	female	depression1_item8	2
20	27	female	depression1_item9	3
20	27	female	depression1_item10	3
20	27	female	depression2_item1	5
20	27	female	depression2_item2	5
20	27	female	depression2_item3	6
20	27	female	depression2_item4	1
20	27	female	depression2_item5	3
20	27	female	depression2_item6	4
20	27	female	depression2_item7	1
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50	35	female	depression2_item4	3
50	35	female	depression2_item5	4
50	35	female	depression2_item6	4
50	35	female	depression2_item7	3

11.5.5 seperate()

library(tidyr)

dat_likert_long_tidy <- dat_likert_wide %>%
  pivot_longer(cols = starts_with("depression"),
               names_to = "scale_item",
               values_to = "response") %>%
  separate(scale_item, into = c("scale", "item"), sep = "_")

ggplot(dat_likert_long_tidy, aes(x = response)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw() +
  facet_grid(item ~ scale)

11.6 Practice mutate()

The above plot does not order the items correctly (item1, item10, item2, etc).

Use mutate() to remove ‘depression’ and ‘item’ from the column contents and plot it again.

11.6.1 More advanced pivot_longer()

Separation can be done inside pivots.

dat_likert_long_tidy3 <- dat_likert_wide %>%
  pivot_longer(cols = starts_with("depression"),
               names_to = c("scale", "scale_num", "item"),
               names_pattern = "(depression)(\\d+)_item(\\d+)",
               names_transform = list(item = as.integer),
               values_to = "response")

ggplot(dat_likert_long_tidy3, aes(x = response)) +
  geom_histogram(binwidth = 1, boundary = -0.5) +
  theme_linedraw() +
  facet_grid(item ~ scale_num)

dat_meta <- readr::read_csv("../data/processed/dat_meta.csv") |>
  select(-comparison, -score_range, -min, -max)

dat_meta

study	mean_trt	sd_trt	n_trt	mean_ctrl	sd_ctrl	n_ctrl
Ahmadi, 2019	41.58	10.21	6	63.16	12.95	6
Anker,2009	26.35	10.02	206	21.69	8.69	204
Aubin,2009	8.00	4.00	24	7.20	4.40	20
Baucom, 1986	274.75	23.02	8	275.00	16.34	8
Beach,1992	8.40	6.22	15	20.47	10.68	14
Cohen,2010	20.34	13.48	16	25.28	13.86	14
Couper,2015	11.18	3.33	29	9.24	3.72	32
Denton,2012	3.50	1.90	4	16.90	17.00	9
Lee,2014	0.31	0.34	16	0.88	0.49	13
Manne,2019 (a)	4.84	4.23	78	3.82	0.45	70
Manne,2019 (b)	3.14	3.88	78	3.82	3.76	70
Mclean,2012	15.00	6.40	22	12.94	7.60	18
Monson,2012	12.16	13.24	16	20.32	12.61	19
Najafi,2015	31.67	2.26	15	16.90	3.35	15
Nicolaisen,2017	20.00	16.10	88	21.60	16.00	77
Robertson,2016	4.06	3.42	18	5.72	4.11	18
Ussher, 2017 (a)	7.78	3.25	19	9.31	5.48	21
Ussher,2017 (b)	5.84	2.93	19	9.31	5.48	21
Gremore,2021	19.10	9.70	20	13.50	9.90	20
Forouzani, 2024	39.24	5.32	16	29.68	4.78	16
Pasha, 2024	65.66	4.63	15	25.20	5.91	15
Wang, 2023	4.00	2.10	45	5.50	1.80	43

dat_meta |>
  pivot_longer(
    cols = c(mean_trt, sd_trt, n_trt, mean_ctrl, sd_ctrl, n_ctrl),
    names_to = c(".value", "condition"),
    names_pattern = "(mean|sd|n)_(trt|ctrl)"
  )

study	condition	mean	sd	n
Ahmadi, 2019	trt	41.58	10.21	6
Ahmadi, 2019	ctrl	63.16	12.95	6
Anker,2009	trt	26.35	10.02	206
Anker,2009	ctrl	21.69	8.69	204
Aubin,2009	trt	8.00	4.00	24
Aubin,2009	ctrl	7.20	4.40	20
Baucom, 1986	trt	274.75	23.02	8
Baucom, 1986	ctrl	275.00	16.34	8
Beach,1992	trt	8.40	6.22	15
Beach,1992	ctrl	20.47	10.68	14
Cohen,2010	trt	20.34	13.48	16
Cohen,2010	ctrl	25.28	13.86	14
Couper,2015	trt	11.18	3.33	29
Couper,2015	ctrl	9.24	3.72	32
Denton,2012	trt	3.50	1.90	4
Denton,2012	ctrl	16.90	17.00	9
Lee,2014	trt	0.31	0.34	16
Lee,2014	ctrl	0.88	0.49	13
Manne,2019 (a)	trt	4.84	4.23	78
Manne,2019 (a)	ctrl	3.82	0.45	70
Manne,2019 (b)	trt	3.14	3.88	78
Manne,2019 (b)	ctrl	3.82	3.76	70
Mclean,2012	trt	15.00	6.40	22
Mclean,2012	ctrl	12.94	7.60	18
Monson,2012	trt	12.16	13.24	16
Monson,2012	ctrl	20.32	12.61	19
Najafi,2015	trt	31.67	2.26	15
Najafi,2015	ctrl	16.90	3.35	15
Nicolaisen,2017	trt	20.00	16.10	88
Nicolaisen,2017	ctrl	21.60	16.00	77
Robertson,2016	trt	4.06	3.42	18
Robertson,2016	ctrl	5.72	4.11	18
Ussher, 2017 (a)	trt	7.78	3.25	19
Ussher, 2017 (a)	ctrl	9.31	5.48	21
Ussher,2017 (b)	trt	5.84	2.93	19
Ussher,2017 (b)	ctrl	9.31	5.48	21
Gremore,2021	trt	19.10	9.70	20
Gremore,2021	ctrl	13.50	9.90	20
Forouzani, 2024	trt	39.24	5.32	16
Forouzani, 2024	ctrl	29.68	4.78	16
Pasha, 2024	trt	65.66	4.63	15
Pasha, 2024	ctrl	25.20	5.91	15
Wang, 2023	trt	4.00	2.10	45
Wang, 2023	ctrl	5.50	1.80	43

dat_meta_trt <- dat_meta |>
  select(study, mean = mean_trt, sd = sd_trt, n = n_trt) |>
  mutate(condition = "trt")

dat_meta_ctrl <- dat_meta |>
  select(study, mean = mean_ctrl, sd = sd_ctrl, n = n_ctrl) |>
  mutate(condition = "ctrl")

dat_binded <- bind_rows(
  dat_meta_trt,
  dat_meta_ctrl
) |>
  arrange(study)

dat_binded |>
  count(study, name = "conditions_per_study") |>
  count(conditions_per_study) |>
  arrange(desc(n))

conditions_per_study	n
2	22

check1 <- dat_binded |>
  group_by(study) |>
  summarize(conditions_per_study = n()) |>
  mutate(check = conditions_per_study == 2) |>
  summarize(all_ok = mean(check)) |>
  pull(all_ok)

  #summarize(check = mean(conditions_per_study == 2))

full_join(
  dat_meta_trt,
  dat_meta_ctrl,
  by = c("study", "mean", "sd", "n", "condition")
)

study	mean	sd	n	condition
Ahmadi, 2019	41.58	10.21	6	trt
Anker,2009	26.35	10.02	206	trt
Aubin,2009	8.00	4.00	24	trt
Baucom, 1986	274.75	23.02	8	trt
Beach,1992	8.40	6.22	15	trt
Cohen,2010	20.34	13.48	16	trt
Couper,2015	11.18	3.33	29	trt
Denton,2012	3.50	1.90	4	trt
Lee,2014	0.31	0.34	16	trt
Manne,2019 (a)	4.84	4.23	78	trt
Manne,2019 (b)	3.14	3.88	78	trt
Mclean,2012	15.00	6.40	22	trt
Monson,2012	12.16	13.24	16	trt
Najafi,2015	31.67	2.26	15	trt
Nicolaisen,2017	20.00	16.10	88	trt
Robertson,2016	4.06	3.42	18	trt
Ussher, 2017 (a)	7.78	3.25	19	trt
Ussher,2017 (b)	5.84	2.93	19	trt
Gremore,2021	19.10	9.70	20	trt
Forouzani, 2024	39.24	5.32	16	trt
Pasha, 2024	65.66	4.63	15	trt
Wang, 2023	4.00	2.10	45	trt
Ahmadi, 2019	63.16	12.95	6	ctrl
Anker,2009	21.69	8.69	204	ctrl
Aubin,2009	7.20	4.40	20	ctrl
Baucom, 1986	275.00	16.34	8	ctrl
Beach,1992	20.47	10.68	14	ctrl
Cohen,2010	25.28	13.86	14	ctrl
Couper,2015	9.24	3.72	32	ctrl
Denton,2012	16.90	17.00	9	ctrl
Lee,2014	0.88	0.49	13	ctrl
Manne,2019 (a)	3.82	0.45	70	ctrl
Manne,2019 (b)	3.82	3.76	70	ctrl
Mclean,2012	12.94	7.60	18	ctrl
Monson,2012	20.32	12.61	19	ctrl
Najafi,2015	16.90	3.35	15	ctrl
Nicolaisen,2017	21.60	16.00	77	ctrl
Robertson,2016	5.72	4.11	18	ctrl
Ussher, 2017 (a)	9.31	5.48	21	ctrl
Ussher,2017 (b)	9.31	5.48	21	ctrl
Gremore,2021	13.50	9.90	20	ctrl
Forouzani, 2024	29.68	4.78	16	ctrl
Pasha, 2024	25.20	5.91	15	ctrl
Wang, 2023	5.50	1.80	43	ctrl

Do all studies have 2 conditions? TRUE

11.6.2 Practice pivot_longer() and other functions to calculate sum scores

Calculate the mean and SD of each item. Do not repeat your code: use pivot_longer and other functions.

dput(colnames(dat_likert_wide))

c("id", "age", "gender", "depression1_item1", "depression1_item2", 
"depression1_item3", "depression1_item4", "depression1_item5", 
"depression1_item6", "depression1_item7", "depression1_item8", 
"depression1_item9", "depression1_item10", "depression2_item1", 
"depression2_item2", "depression2_item3", "depression2_item4", 
"depression2_item5", "depression2_item6", "depression2_item7"
)

dat_likert_wide %>%
summarize(
mean_depression1_item1 = mean(depression1_item1),
mean_depression1_item2 = mean(depression1_item2),
mean_depression1_item3 = mean(depression1_item3),
mean_depression1_item4 = mean(depression1_item4),
mean_depression1_item5 = mean(depression1_item5),
mean_depression1_item6 = mean(depression1_item6),
mean_depression1_item7 = mean(depression1_item7),
mean_depression1_item8 = mean(depression1_item8),
mean_depression1_item9 = mean(depression1_item9),
mean_depression1_item10 = mean(depression1_item10),
mean_depression2_item1 = mean(depression2_item1),
mean_depression2_item2 = mean(depression2_item2),
mean_depression2_item3 = mean(depression2_item3),
mean_depression2_item4 = mean(depression2_item4),
mean_depression2_item5 = mean(depression2_item5),
mean_depression2_item6 = mean(depression2_item6),
mean_depression2_item7 = mean(depression2_item7),

sd_depression1_item1 = sd(depression1_item1),
sd_depression1_item2 = sd(depression1_item2),
sd_depression1_item3 = sd(depression1_item3),
sd_depression1_item4 = sd(depression1_item4),
sd_depression1_item5 = sd(depression1_item5),
sd_depression1_item6 = sd(depression1_item6),
sd_depression1_item7 = sd(depression1_item7),
sd_depression1_item8 = sd(depression1_item8),
sd_depression1_item9 = sd(depression1_item9),
sd_depression1_item10 =sd(depression1_item10),
sd_depression2_item1 = sd(depression2_item1),
sd_depression2_item2 = sd(depression2_item2),
sd_depression2_item3 = sd(depression2_item3),
sd_depression2_item4 = sd(depression2_item4),
sd_depression2_item5 = sd(depression2_item5),
sd_depression2_item6 = sd(depression2_item6),
sd_depression2_item7 = sd(depression2_item7)
)

mean_depression1_item1	mean_depression1_item2	mean_depression1_item3	mean_depression1_item4	mean_depression1_item5	mean_depression1_item6	mean_depression1_item7	mean_depression1_item8	mean_depression1_item9	mean_depression1_item10	mean_depression2_item1	mean_depression2_item2	mean_depression2_item3	mean_depression2_item4	mean_depression2_item5	mean_depression2_item6	mean_depression2_item7	sd_depression1_item1	sd_depression1_item2	sd_depression1_item3	sd_depression1_item4	sd_depression1_item5	sd_depression1_item6	sd_depression1_item7	sd_depression1_item8	sd_depression1_item9	sd_depression1_item10	sd_depression2_item1	sd_depression2_item2	sd_depression2_item3	sd_depression2_item4	sd_depression2_item5	sd_depression2_item6	sd_depression2_item7
4.04	3.92	4.24	4.2	4	3.98	3.74	3.84	4	3.98	4.28	4.02	4	4.32	4.34	4	3.88	1.511318	1.523155	1.72094	1.653691	1.564922	1.696214	1.454199	1.530106	1.577909	1.33233	1.807468	1.62242	1.470804	1.659112	1.585779	1.726149	1.493387

dat_likert_wide %>%
  pivot_longer(cols = starts_with("depression"),
               names_to = c("scale", "scale_num", "item"),
               names_pattern = "(depression)(\\d+)_item(\\d+)",
               names_transform = list(item = as.integer),
               values_to = "response") %>%
  group_by(scale, item) |>
summarize(mean = mean(response),
sd = sd(response))

scale	item	mean	sd
depression	1	4.16	1.661933
depression	2	3.97	1.566409
depression	3	4.12	1.597220
depression	4	4.26	1.649120
depression	5	4.17	1.576693
depression	6	3.99	1.702612
depression	7	3.81	1.468147
depression	8	3.84	1.530106
depression	9	4.00	1.577909
depression	10	3.98	1.332330

Now calculate:

1. Each participant’s mean score on each scale - without using item1+item2+item3 etc; use a pivot first.
2. The sample’s mean and SD on each scale
3. Plot participants’ mean-scores on each scale

# dat_likert_long_meanscored <- dat_likert_wide



# ggplot(dat_likert_long_meanscored, aes(x = meanscore)) +
#   geom_histogram(binwidth = 1, boundary = -0.5) +
#   theme_linedraw() +
#   facet_wrap(~ scale)

11.7 pivot_wider()

pivot_wider is the opposite to pivot_longer. Note that it requires an id column(s) to know which rows below to the same participants.

# built in dataset, long format
cms_patient_experience

org_pac_id	org_nm	measure_cd	measure_title	prf_rate
0446157747	USC CARE MEDICAL GROUP INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	63
0446157747	USC CARE MEDICAL GROUP INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
0446157747	USC CARE MEDICAL GROUP INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
0446157747	USC CARE MEDICAL GROUP INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
0446157747	USC CARE MEDICAL GROUP INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	85
0446157747	USC CARE MEDICAL GROUP INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	59
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	83
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	63
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	88
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	22
0547164295	BEAVER MEDICAL GROUP PC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	49
0547164295	BEAVER MEDICAL GROUP PC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
0547164295	BEAVER MEDICAL GROUP PC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	75
0547164295	BEAVER MEDICAL GROUP PC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	44
0547164295	BEAVER MEDICAL GROUP PC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	73
0547164295	BEAVER MEDICAL GROUP PC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	12
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	67
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	84
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	82
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
0840104360	ALLIANCE PHYSICIANS INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66
0840104360	ALLIANCE PHYSICIANS INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
0840104360	ALLIANCE PHYSICIANS INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	87
0840104360	ALLIANCE PHYSICIANS INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
0840104360	ALLIANCE PHYSICIANS INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	87
0840104360	ALLIANCE PHYSICIANS INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	28
0840109864	REX HOSPITAL INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	73
0840109864	REX HOSPITAL INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
0840109864	REX HOSPITAL INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	84
0840109864	REX HOSPITAL INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	67
0840109864	REX HOSPITAL INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	91
0840109864	REX HOSPITAL INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	30
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	58
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	83
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	76
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	58
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	78
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	26
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	46
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	86
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	81
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	54
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	25
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	84
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	80
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	58
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	87
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	29
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	17
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
1759293111	ALBANY MEDICAL COLLEGE	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65
1759293111	ALBANY MEDICAL COLLEGE	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	86
1759293111	ALBANY MEDICAL COLLEGE	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	81
1759293111	ALBANY MEDICAL COLLEGE	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	62
1759293111	ALBANY MEDICAL COLLEGE	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	76
1759293111	ALBANY MEDICAL COLLEGE	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	17
1759293954	GROUP HEALTH PLAN INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60
1759293954	GROUP HEALTH PLAN INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	89
1759293954	GROUP HEALTH PLAN INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
1759293954	GROUP HEALTH PLAN INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	58
1759293954	GROUP HEALTH PLAN INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	88
1759293954	GROUP HEALTH PLAN INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	13
1759392079	OHH PHYSICIANS LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	75
1759392079	OHH PHYSICIANS LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
1759392079	OHH PHYSICIANS LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
1759392079	OHH PHYSICIANS LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	55
1759392079	OHH PHYSICIANS LLC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	89
1759392079	OHH PHYSICIANS LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	19
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	63
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	76
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	60
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	84
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
2264345206	MARSHFIELD CLINIC INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	56
2264345206	MARSHFIELD CLINIC INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	83
2264345206	MARSHFIELD CLINIC INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	80
2264345206	MARSHFIELD CLINIC INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
2264345206	MARSHFIELD CLINIC INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	81
2264345206	MARSHFIELD CLINIC INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	17
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	60
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	81
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	68
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	74
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	67
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	82
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	16
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	54
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	83
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	91
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	89
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	87
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	27
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	82
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	80
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	56
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	84
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	30
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	70
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	84
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	27
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	82
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS_GRP_8	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	83
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	21
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	72
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	59
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	21
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	59
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	90
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	59
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	29
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	72
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	53
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	19
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	80
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	67
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	18
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	44
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	59
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	68
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	23
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	68
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	79
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	26
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	75
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	90
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	87
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	62
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	33
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	63
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	86
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	81
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	61
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	23
5092628479	KAUAI MEDICAL CLINIC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60
5092628479	KAUAI MEDICAL CLINIC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	83
5092628479	KAUAI MEDICAL CLINIC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	80
5092628479	KAUAI MEDICAL CLINIC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	56
5092628479	KAUAI MEDICAL CLINIC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	18
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	77
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	NA
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	81
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	77
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	56
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	23
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	89
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	87
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	62
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	31
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	86
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	84
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
5496648875	TRINITY WEST	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	76
5496648875	TRINITY WEST	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	90
5496648875	TRINITY WEST	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	88
5496648875	TRINITY WEST	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
5496648875	TRINITY WEST	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	37
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	86
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	84
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	59
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	22
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	55
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	81
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	77
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	81
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	18
5890606008	HOLZER CLINIC LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	74
5890606008	HOLZER CLINIC LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	90
5890606008	HOLZER CLINIC LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
5890606008	HOLZER CLINIC LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	67
5890606008	HOLZER CLINIC LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	28
5890689657	EISENHOWER MEDICAL CENTER	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	56
5890689657	EISENHOWER MEDICAL CENTER	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	83
5890689657	EISENHOWER MEDICAL CENTER	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	78
5890689657	EISENHOWER MEDICAL CENTER	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	66
5890689657	EISENHOWER MEDICAL CENTER	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	66
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	68
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	84
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	81
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	53
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	78
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	59
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	17
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	70
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	82
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	83
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	58
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	22
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	77
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	53
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	71
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	86
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	82
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	15
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	77
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	93
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	89
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	32
6406752153	THE EVERETT CLINIC, PLLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62
6406752153	THE EVERETT CLINIC, PLLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	86
6406752153	THE EVERETT CLINIC, PLLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	79
6406752153	THE EVERETT CLINIC, PLLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
6406752153	THE EVERETT CLINIC, PLLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	17
6406901941	MONTAGE MEDICAL GROUP	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	53
6406901941	MONTAGE MEDICAL GROUP	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
6406901941	MONTAGE MEDICAL GROUP	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	70
6406901941	MONTAGE MEDICAL GROUP	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
6406901941	MONTAGE MEDICAL GROUP	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	74
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	84
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	87
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	21
6709797491	STANFORD HEALTH CARE	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	59
6709797491	STANFORD HEALTH CARE	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
6709797491	STANFORD HEALTH CARE	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
6709797491	STANFORD HEALTH CARE	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	58
6709797491	STANFORD HEALTH CARE	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	22
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	73
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	91
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	88
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	58
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	23
6901791367	KINGMAN HEALTHCARE, INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
6901791367	KINGMAN HEALTHCARE, INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
6901791367	KINGMAN HEALTHCARE, INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	72
6901791367	KINGMAN HEALTHCARE, INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	55
6901791367	KINGMAN HEALTHCARE, INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	16
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	75
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	61
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	84
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	63
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	25
7214841436	GENESIS HEALTH SYSTEM	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	72
7214841436	GENESIS HEALTH SYSTEM	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	89
7214841436	GENESIS HEALTH SYSTEM	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
7214841436	GENESIS HEALTH SYSTEM	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
7214841436	GENESIS HEALTH SYSTEM	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
7214936533	BEND MEMORIAL CLINIC PC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57
7214936533	BEND MEMORIAL CLINIC PC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
7214936533	BEND MEMORIAL CLINIC PC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	76
7214936533	BEND MEMORIAL CLINIC PC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	63
7214936533	BEND MEMORIAL CLINIC PC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	25
7618270729	RMH MEDICAL GROUP LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61
7618270729	RMH MEDICAL GROUP LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	84
7618270729	RMH MEDICAL GROUP LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	81
7618270729	RMH MEDICAL GROUP LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
7618270729	RMH MEDICAL GROUP LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	21
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	76
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	63
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	21
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	73
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	87
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	53
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	22
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	89
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	83
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	59
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	19
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	82
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	78
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	63
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	17
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	76
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	96
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	NA
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
7911816020	TRINITY HEALTH	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	58
7911816020	TRINITY HEALTH	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	83
7911816020	TRINITY HEALTH	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	75
7911816020	TRINITY HEALTH	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	59
7911816020	TRINITY HEALTH	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	23
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	67
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	81
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	61
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	18
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	54
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	30
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	80
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	78
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	65
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	21
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	85
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	53
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	16
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	84
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	82
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	23
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	71
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	90
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	88
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	62
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	26
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	56
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	85
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	80
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	61
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	16
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	88
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	58
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	22
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	75
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	86
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	57
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	70
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	90
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	87
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	64
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	32
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	51
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	79
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	47
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	15
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	77
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	88
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	84
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	53
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	26
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	89
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	89
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	63
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	22
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	60
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	16
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	84
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	82
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	67
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	55
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	81
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	80
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	62
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	20
9830008770	WASHINGTON UNIVERSITY	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65
9830008770	WASHINGTON UNIVERSITY	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
9830008770	WASHINGTON UNIVERSITY	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
9830008770	WASHINGTON UNIVERSITY	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	61
9830008770	WASHINGTON UNIVERSITY	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	28
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	87
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	78
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	52
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	25
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	88
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	55
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	24
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS_GRP_1	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	80
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS_GRP_2	CAHPS for MIPS SSM: How Well Providers Communicate	NA
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS_GRP_3	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS_GRP_5	CAHPS for MIPS SSM: Health Promotion and Education	45
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS_GRP_12	CAHPS for MIPS SSM: Stewardship of Patient Resources	19

# convert to wider, but lacks id column
cms_patient_experience |> 
  pivot_wider(
    names_from = measure_cd,
    values_from = prf_rate
  )

org_pac_id	org_nm	measure_title	CAHPS_GRP_1	CAHPS_GRP_2	CAHPS_GRP_3	CAHPS_GRP_5	CAHPS_GRP_8	CAHPS_GRP_12
0446157747	USC CARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	63	NA	NA	NA	NA	NA
0446157747	USC CARE MEDICAL GROUP INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
0446157747	USC CARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
0446157747	USC CARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
0446157747	USC CARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	85	NA
0446157747	USC CARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	59	NA	NA	NA	NA	NA
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	83	NA	NA	NA
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	63	NA	NA
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	88	NA
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	22
0547164295	BEAVER MEDICAL GROUP PC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	49	NA	NA	NA	NA	NA
0547164295	BEAVER MEDICAL GROUP PC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
0547164295	BEAVER MEDICAL GROUP PC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	75	NA	NA	NA
0547164295	BEAVER MEDICAL GROUP PC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	44	NA	NA
0547164295	BEAVER MEDICAL GROUP PC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	73	NA
0547164295	BEAVER MEDICAL GROUP PC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	12
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	67	NA	NA	NA	NA	NA
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS for MIPS SSM: How Well Providers Communicate	NA	84	NA	NA	NA	NA
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	82	NA
0749333730	CAPE PHYSICIANS ASSOCIATES PA	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
0840104360	ALLIANCE PHYSICIANS INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66	NA	NA	NA	NA	NA
0840104360	ALLIANCE PHYSICIANS INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
0840104360	ALLIANCE PHYSICIANS INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	87	NA	NA	NA
0840104360	ALLIANCE PHYSICIANS INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
0840104360	ALLIANCE PHYSICIANS INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	87	NA
0840104360	ALLIANCE PHYSICIANS INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	28
0840109864	REX HOSPITAL INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	73	NA	NA	NA	NA	NA
0840109864	REX HOSPITAL INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
0840109864	REX HOSPITAL INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	84	NA	NA	NA
0840109864	REX HOSPITAL INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	67	NA	NA
0840109864	REX HOSPITAL INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	91	NA
0840109864	REX HOSPITAL INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	30
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	58	NA	NA	NA	NA	NA
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	83	NA	NA	NA	NA
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	76	NA	NA	NA
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	58	NA	NA
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	78	NA
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	26
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	46	NA	NA	NA	NA	NA
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	86	NA	NA	NA	NA
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	81	NA	NA	NA
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	54	NA	NA
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	NA	NA
0941545784	GRITMAN MEDICAL CENTER INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	25
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65	NA	NA	NA	NA	NA
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	84	NA	NA	NA	NA
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	80	NA	NA	NA
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	58	NA	NA
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	87	NA
1052612785	COMMUNITY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	29
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61	NA	NA	NA	NA	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	NA	NA
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	17
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	NA	NA	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	NA	NA
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
1759293111	ALBANY MEDICAL COLLEGE	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65	NA	NA	NA	NA	NA
1759293111	ALBANY MEDICAL COLLEGE	CAHPS for MIPS SSM: How Well Providers Communicate	NA	86	NA	NA	NA	NA
1759293111	ALBANY MEDICAL COLLEGE	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	81	NA	NA	NA
1759293111	ALBANY MEDICAL COLLEGE	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	62	NA	NA
1759293111	ALBANY MEDICAL COLLEGE	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	76	NA
1759293111	ALBANY MEDICAL COLLEGE	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	17
1759293954	GROUP HEALTH PLAN INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60	NA	NA	NA	NA	NA
1759293954	GROUP HEALTH PLAN INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	89	NA	NA	NA	NA
1759293954	GROUP HEALTH PLAN INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
1759293954	GROUP HEALTH PLAN INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	58	NA	NA
1759293954	GROUP HEALTH PLAN INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	88	NA
1759293954	GROUP HEALTH PLAN INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	13
1759392079	OHH PHYSICIANS LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	75	NA	NA	NA	NA	NA
1759392079	OHH PHYSICIANS LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
1759392079	OHH PHYSICIANS LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
1759392079	OHH PHYSICIANS LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	55	NA	NA
1759392079	OHH PHYSICIANS LLC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	89	NA
1759392079	OHH PHYSICIANS LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	19
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	63	NA	NA	NA	NA	NA
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	76	NA	NA	NA
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	60	NA	NA
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	84	NA
2163417478	UNITED REGIONAL PHYSICIAN GROUP	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
2264345206	MARSHFIELD CLINIC INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	56	NA	NA	NA	NA	NA
2264345206	MARSHFIELD CLINIC INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	83	NA	NA	NA	NA
2264345206	MARSHFIELD CLINIC INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	80	NA	NA	NA
2264345206	MARSHFIELD CLINIC INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
2264345206	MARSHFIELD CLINIC INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	81	NA
2264345206	MARSHFIELD CLINIC INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	17
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	60	NA	NA
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	81	NA
2365352820	SIU PHYSICIANS AND SURGEONS INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	68	NA	NA	NA	NA	NA
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	74	NA	NA
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	NA	NA
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57	NA	NA	NA	NA	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	67	NA	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	82	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	16
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66	NA	NA	NA	NA	NA
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	54	NA	NA
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	83	NA
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69	NA	NA	NA	NA	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS for MIPS SSM: How Well Providers Communicate	NA	91	NA	NA	NA	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	89	NA	NA	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	87	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	27
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64	NA	NA	NA	NA	NA
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS for MIPS SSM: How Well Providers Communicate	NA	82	NA	NA	NA	NA
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	80	NA	NA	NA
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	56	NA	NA
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	84	NA
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	30
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	70	NA	NA	NA	NA	NA
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	84	NA
2860396330	SUMMIT MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	27
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	NA	NA	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	NA	NA
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60	NA	NA	NA	NA	NA
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	82	NA	NA	NA
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS for MIPS SSM: Courteous and Helpful Office Staff	NA	NA	NA	NA	83	NA
3173436490	THE VANCOUVER CLINIC INC PS	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	21
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	72	NA	NA	NA	NA	NA
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	59	NA	NA
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	21
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	59	NA	NA
3375456734	UTMB FACULTY GROUP PRACTICE	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69	NA	NA	NA	NA	NA
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	90	NA	NA	NA	NA
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	59	NA	NA
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	29
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	72	NA	NA	NA	NA	NA
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	53	NA	NA
3779751656	CITY OF HOPE MEDICAL FOUNDATION	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	19
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65	NA	NA	NA	NA	NA
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	80	NA	NA	NA
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	67	NA	NA
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	18
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65	NA	NA	NA	NA	NA
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
4284538778	SUTTER BAY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	44	NA	NA
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	NA	NA	NA
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	59	NA	NA	NA	NA	NA
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	68	NA	NA
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	23
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	68	NA	NA	NA	NA	NA
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	79	NA	NA	NA
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	26
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	75	NA	NA	NA	NA	NA
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	90	NA	NA	NA	NA
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	87	NA	NA	NA
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	62	NA	NA
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	33
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	63	NA	NA	NA	NA	NA
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS for MIPS SSM: How Well Providers Communicate	NA	86	NA	NA	NA	NA
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	81	NA	NA	NA
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	61	NA	NA
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	23
5092628479	KAUAI MEDICAL CLINIC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60	NA	NA	NA	NA	NA
5092628479	KAUAI MEDICAL CLINIC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	83	NA	NA	NA	NA
5092628479	KAUAI MEDICAL CLINIC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	80	NA	NA	NA
5092628479	KAUAI MEDICAL CLINIC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	56	NA	NA
5092628479	KAUAI MEDICAL CLINIC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	18
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	77	NA	NA	NA
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	NA	NA	NA
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60	NA	NA	NA	NA	NA
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	81	NA	NA	NA	NA
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	77	NA	NA	NA
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	56	NA	NA
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	23
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64	NA	NA	NA	NA	NA
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	89	NA	NA	NA	NA
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	87	NA	NA	NA
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	62	NA	NA
5294646378	UNIVERSITY HEALTH SYSTEM,INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	31
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64	NA	NA	NA	NA	NA
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS for MIPS SSM: How Well Providers Communicate	NA	86	NA	NA	NA	NA
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	84	NA	NA	NA
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
5395642276	SUMMIT MEDICAL GROUP PA	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
5496648875	TRINITY WEST	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	76	NA	NA	NA	NA	NA
5496648875	TRINITY WEST	CAHPS for MIPS SSM: How Well Providers Communicate	NA	90	NA	NA	NA	NA
5496648875	TRINITY WEST	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	88	NA	NA	NA
5496648875	TRINITY WEST	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
5496648875	TRINITY WEST	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	37
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65	NA	NA	NA	NA	NA
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: How Well Providers Communicate	NA	86	NA	NA	NA	NA
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	84	NA	NA	NA
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	59	NA	NA
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	22
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	55	NA	NA	NA	NA	NA
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS for MIPS SSM: How Well Providers Communicate	NA	81	NA	NA	NA	NA
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	77	NA	NA	NA
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
5799698346	SWEDISHAMERICAN HOSPITAL	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64	NA	NA	NA	NA	NA
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	81	NA	NA	NA
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	18
5890606008	HOLZER CLINIC LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	74	NA	NA	NA	NA	NA
5890606008	HOLZER CLINIC LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	90	NA	NA	NA	NA
5890606008	HOLZER CLINIC LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
5890606008	HOLZER CLINIC LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	67	NA	NA
5890606008	HOLZER CLINIC LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	28
5890689657	EISENHOWER MEDICAL CENTER	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	56	NA	NA	NA	NA	NA
5890689657	EISENHOWER MEDICAL CENTER	CAHPS for MIPS SSM: How Well Providers Communicate	NA	83	NA	NA	NA	NA
5890689657	EISENHOWER MEDICAL CENTER	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	78	NA	NA	NA
5890689657	EISENHOWER MEDICAL CENTER	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	66	NA	NA
5890689657	EISENHOWER MEDICAL CENTER	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62	NA	NA	NA	NA	NA
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	66	NA	NA
5890689715	DUBOIS REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	68	NA	NA	NA	NA	NA
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS for MIPS SSM: How Well Providers Communicate	NA	84	NA	NA	NA	NA
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	81	NA	NA	NA
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	53	NA	NA
5890691075	RAPID CITY MEDICAL CENTER LLP	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61	NA	NA	NA	NA	NA
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	78	NA	NA	NA
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	59	NA	NA
5991776635	MARTIN’S POINT HEALTH CARE	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	17
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	70	NA	NA	NA	NA	NA
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	82	NA	NA	NA
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
6002728656	GUTHRIE MEDICAL GROUP PC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57	NA	NA	NA	NA	NA
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	83	NA	NA	NA
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	58	NA	NA
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	22
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62	NA	NA	NA	NA	NA
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	77	NA	NA	NA
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	53	NA	NA
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	71	NA	NA	NA	NA	NA
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS for MIPS SSM: How Well Providers Communicate	NA	86	NA	NA	NA	NA
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	82	NA	NA	NA
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
6305759754	STRAUB CLINIC AND HOSPITAL	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	15
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	77	NA	NA	NA	NA	NA
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	93	NA	NA	NA	NA
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	89	NA	NA	NA
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	32
6406752153	THE EVERETT CLINIC, PLLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62	NA	NA	NA	NA	NA
6406752153	THE EVERETT CLINIC, PLLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	86	NA	NA	NA	NA
6406752153	THE EVERETT CLINIC, PLLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	79	NA	NA	NA
6406752153	THE EVERETT CLINIC, PLLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
6406752153	THE EVERETT CLINIC, PLLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	17
6406901941	MONTAGE MEDICAL GROUP	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	53	NA	NA	NA	NA	NA
6406901941	MONTAGE MEDICAL GROUP	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
6406901941	MONTAGE MEDICAL GROUP	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	70	NA	NA	NA
6406901941	MONTAGE MEDICAL GROUP	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
6406901941	MONTAGE MEDICAL GROUP	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	74	NA	NA	NA	NA	NA
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: How Well Providers Communicate	NA	84	NA	NA	NA	NA
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	87	NA	NA	NA
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	21
6709797491	STANFORD HEALTH CARE	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	59	NA	NA	NA	NA	NA
6709797491	STANFORD HEALTH CARE	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
6709797491	STANFORD HEALTH CARE	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
6709797491	STANFORD HEALTH CARE	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	58	NA	NA
6709797491	STANFORD HEALTH CARE	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	22
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	73	NA	NA	NA	NA	NA
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	91	NA	NA	NA	NA
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	88	NA	NA	NA
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	58	NA	NA
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	23
6901791367	KINGMAN HEALTHCARE, INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
6901791367	KINGMAN HEALTHCARE, INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
6901791367	KINGMAN HEALTHCARE, INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	72	NA	NA	NA
6901791367	KINGMAN HEALTHCARE, INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	55	NA	NA
6901791367	KINGMAN HEALTHCARE, INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	16
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66	NA	NA	NA	NA	NA
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	75	NA	NA	NA
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	61	NA	NA
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	66	NA	NA	NA	NA	NA
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	84	NA	NA	NA
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	63	NA	NA
7012808827	OVERLAKE MEDICAL CLINICS LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	25
7214841436	GENESIS HEALTH SYSTEM	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	72	NA	NA	NA	NA	NA
7214841436	GENESIS HEALTH SYSTEM	CAHPS for MIPS SSM: How Well Providers Communicate	NA	89	NA	NA	NA	NA
7214841436	GENESIS HEALTH SYSTEM	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
7214841436	GENESIS HEALTH SYSTEM	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
7214841436	GENESIS HEALTH SYSTEM	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
7214936533	BEND MEMORIAL CLINIC PC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57	NA	NA	NA	NA	NA
7214936533	BEND MEMORIAL CLINIC PC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
7214936533	BEND MEMORIAL CLINIC PC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	76	NA	NA	NA
7214936533	BEND MEMORIAL CLINIC PC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	63	NA	NA
7214936533	BEND MEMORIAL CLINIC PC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	25
7618270729	RMH MEDICAL GROUP LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61	NA	NA	NA	NA	NA
7618270729	RMH MEDICAL GROUP LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	84	NA	NA	NA	NA
7618270729	RMH MEDICAL GROUP LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	81	NA	NA	NA
7618270729	RMH MEDICAL GROUP LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
7618270729	RMH MEDICAL GROUP LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	21
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61	NA	NA	NA	NA	NA
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	76	NA	NA	NA
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	63	NA	NA
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	21
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	73	NA	NA	NA	NA	NA
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	87	NA	NA	NA
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	53	NA	NA
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	22
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	57	NA	NA	NA	NA	NA
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS for MIPS SSM: How Well Providers Communicate	NA	89	NA	NA	NA	NA
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	83	NA	NA	NA
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	59	NA	NA
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	19
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60	NA	NA	NA	NA	NA
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	82	NA	NA	NA	NA
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	78	NA	NA	NA
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	63	NA	NA
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	17
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	76	NA	NA	NA	NA	NA
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	96	NA	NA	NA
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	NA	NA	NA
7911801410	PHYSICIANS REFERRAL SERVICE	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
7911816020	TRINITY HEALTH	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	58	NA	NA	NA	NA	NA
7911816020	TRINITY HEALTH	CAHPS for MIPS SSM: How Well Providers Communicate	NA	83	NA	NA	NA	NA
7911816020	TRINITY HEALTH	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	75	NA	NA	NA
7911816020	TRINITY HEALTH	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	59	NA	NA
7911816020	TRINITY HEALTH	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	23
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	67	NA	NA	NA	NA	NA
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	81	NA	NA	NA
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	61	NA	NA
8022904473	COMMUNITY CARE PHYSICIANS PC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	18
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69	NA	NA	NA	NA	NA
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	54	NA	NA
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	30
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62	NA	NA	NA	NA	NA
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	80	NA	NA	NA	NA
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	78	NA	NA	NA
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	65	NA	NA
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	21
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	64	NA	NA	NA	NA	NA
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	85	NA	NA	NA
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	53	NA	NA
8426112350	PHOEBE PHYSICIAN GROUP INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	16
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69	NA	NA	NA	NA	NA
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS for MIPS SSM: How Well Providers Communicate	NA	84	NA	NA	NA	NA
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	82	NA	NA	NA
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	23
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	71	NA	NA	NA	NA	NA
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	90	NA	NA	NA	NA
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	88	NA	NA	NA
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	62	NA	NA
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	26
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	56	NA	NA	NA	NA	NA
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	85	NA	NA	NA	NA
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	80	NA	NA	NA
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	61	NA	NA
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	16
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	NA	NA	NA
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	62	NA	NA	NA	NA	NA
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	88	NA	NA	NA
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	58	NA	NA
8628073236	PHYSICIAN PRIMECARE, INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	22
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	75	NA	NA	NA	NA	NA
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	86	NA	NA	NA
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	57	NA	NA
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	NA	NA	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	NA
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	70	NA	NA	NA	NA	NA
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	90	NA	NA	NA	NA
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	87	NA	NA	NA
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	64	NA	NA
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	32
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	51	NA	NA	NA	NA	NA
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	79	NA	NA	NA
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	47	NA	NA
9032125810	OPTUMCARE NEW MEXICO, LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	15
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	77	NA	NA	NA	NA	NA
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	88	NA	NA	NA	NA
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	84	NA	NA	NA
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	53	NA	NA
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	26
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	69	NA	NA	NA	NA	NA
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	89	NA	NA	NA	NA
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	89	NA	NA	NA
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	63	NA	NA
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	22
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	NA	NA	NA	NA	NA	NA
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	60	NA	NA
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	16
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	61	NA	NA	NA	NA	NA
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	84	NA	NA	NA	NA
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	82	NA	NA	NA
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	67	NA	NA
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	55	NA	NA	NA	NA	NA
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS for MIPS SSM: How Well Providers Communicate	NA	81	NA	NA	NA	NA
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	80	NA	NA	NA
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	62	NA	NA
9830002617	VIRGINIA MASON MEDICAL CENTER	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	20
9830008770	WASHINGTON UNIVERSITY	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65	NA	NA	NA	NA	NA
9830008770	WASHINGTON UNIVERSITY	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
9830008770	WASHINGTON UNIVERSITY	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
9830008770	WASHINGTON UNIVERSITY	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	61	NA	NA
9830008770	WASHINGTON UNIVERSITY	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	28
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	65	NA	NA	NA	NA	NA
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS for MIPS SSM: How Well Providers Communicate	NA	87	NA	NA	NA	NA
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	78	NA	NA	NA
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	52	NA	NA
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	25
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	60	NA	NA	NA	NA	NA
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	88	NA	NA	NA
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	55	NA	NA
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	24
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Getting Timely Care, Appointments, and Information	80	NA	NA	NA	NA	NA
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: How Well Providers Communicate	NA	NA	NA	NA	NA	NA
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Patient’s Rating of Provider	NA	NA	NA	NA	NA	NA
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Health Promotion and Education	NA	NA	NA	45	NA	NA
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	CAHPS for MIPS SSM: Stewardship of Patient Resources	NA	NA	NA	NA	NA	19

# convert to wider, with id column correctly specified
cms_patient_experience |> 
  pivot_wider(
    id_cols = starts_with("org"),
    names_from = measure_cd,
    values_from = prf_rate
  )

org_pac_id	org_nm	CAHPS_GRP_1	CAHPS_GRP_2	CAHPS_GRP_3	CAHPS_GRP_5	CAHPS_GRP_8	CAHPS_GRP_12
0446157747	USC CARE MEDICAL GROUP INC	63	87	86	57	85	24
0446162697	ASSOCIATION OF UNIVERSITY PHYSICIANS	59	85	83	63	88	22
0547164295	BEAVER MEDICAL GROUP PC	49	NA	75	44	73	12
0749333730	CAPE PHYSICIANS ASSOCIATES PA	67	84	85	65	82	24
0840104360	ALLIANCE PHYSICIANS INC	66	87	87	64	87	28
0840109864	REX HOSPITAL INC	73	87	84	67	91	30
0840513552	SCL HEALTH MEDICAL GROUP DENVER LLC	58	83	76	58	78	26
0941545784	GRITMAN MEDICAL CENTER INC	46	86	81	54	NA	25
1052612785	COMMUNITY MEDICAL GROUP LLC	65	84	80	58	87	29
1254237779	OUR LADY OF LOURDES MEMORIAL HOSPITAL, INC	61	NA	NA	65	NA	17
1557267069	ST MARYS HOSPITAL AND MEDICAL CENTER INC	NA	NA	NA	NA	NA	NA
1759293111	ALBANY MEDICAL COLLEGE	65	86	81	62	76	17
1759293954	GROUP HEALTH PLAN INC	60	89	86	58	88	13
1759392079	OHH PHYSICIANS LLC	75	NA	86	55	89	19
2163417478	UNITED REGIONAL PHYSICIAN GROUP	63	NA	76	60	84	20
2264345206	MARSHFIELD CLINIC INC	56	83	80	65	81	17
2365352820	SIU PHYSICIANS AND SURGEONS INC	NA	NA	85	60	81	24
2466351481	CHRISTIANA CARE HEALTH INITIATIVES	68	NA	86	74	NA	NA
2466356209	HARBOR MEDICAL ASSOCIATES INC	57	87	85	67	82	16
2466633102	SCL HEALTH MEDICAL GROUP - BUTTE LLC	66	NA	NA	54	83	NA
2860304334	BOARD OF REGENTS OF THE UNIVERSITY OF OKLAHOMA - OU PHYSICIANS	69	91	89	64	87	27
2860392529	CAMPBELL COUNTY HOSPITAL DISTRICT	64	82	80	56	84	30
2860396330	SUMMIT MEDICAL GROUP PLLC	70	88	86	64	84	27
3072422716	THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS	NA	NA	86	NA	NA	NA
3173436490	THE VANCOUVER CLINIC INC PS	60	85	82	57	83	21
3173660776	WESTCHESTER MEDICAL CENTER ADVANCED PHYSICIAN SERVICES PC	72	88	85	59	NA	21
3375456734	UTMB FACULTY GROUP PRACTICE	NA	NA	NA	59	NA	24
3476725599	UNIVERSITY OF LOUISVILLE PHYSICIANS, INC	69	90	86	59	NA	29
3779751656	CITY OF HOPE MEDICAL FOUNDATION	72	87	86	53	NA	19
3870405988	BRIGHAM AND WOMENS PHYSICIANS ORGANIZATION INC	65	88	80	67	NA	18
4284538778	SUTTER BAY MEDICAL FOUNDATION	65	88	86	57	NA	20
4385538735	PATIENT FIRST MARYLAND MEDICAL GROUP PLLC	NA	NA	NA	44	NA	24
4486568698	MEDICAL ASSOCIATES OF EAST AL, PC	NA	NA	NA	NA	NA	NA
4486646197	SJHMC PHYSICIAN SERVICES C/O DIGNITY HEALTH	59	88	85	68	NA	23
4587575550	THE MARY LANNING MEMORIAL HOSPITAL ASSOCIATION	68	85	79	65	NA	26
4587578042	LITTLE COMPANY OF MARY HOSPITAL OF INDIANA INC	75	90	87	62	NA	33
4880590728	UNIVERSITY OF VIRGINIA PHYSICIANS GROUP	63	86	81	61	NA	23
5092628479	KAUAI MEDICAL CLINIC	60	83	80	56	NA	18
5193900280	PATIENT FIRST PENNSYLVANIA MEDICAL GROUP PLLC	NA	NA	77	NA	NA	NA
5294644381	KALISPELL REGIONAL MEDICAL CENTER INC	60	81	77	56	NA	23
5294646378	UNIVERSITY HEALTH SYSTEM,INC	64	89	87	62	NA	31
5395642276	SUMMIT MEDICAL GROUP PA	64	86	84	65	NA	20
5496648875	TRINITY WEST	76	90	88	57	NA	37
5799694675	ST VINCENT HOSPITAL-HOSPITAL SISTERS-THIRD ORDER OF ST FRANCIS	65	86	84	59	NA	22
5799698346	SWEDISHAMERICAN HOSPITAL	55	81	77	65	NA	20
5890054100	PLATTE VALLEY MEDICAL GROUP LLC	64	NA	81	57	NA	18
5890606008	HOLZER CLINIC LLC	74	90	85	67	NA	28
5890689657	EISENHOWER MEDICAL CENTER	56	83	78	66	NA	20
5890689715	DUBOIS REGIONAL MEDICAL CENTER	62	NA	NA	66	NA	NA
5890691075	RAPID CITY MEDICAL CENTER LLP	68	84	81	53	NA	24
5991776635	MARTIN’S POINT HEALTH CARE	61	85	78	59	NA	17
6002728656	GUTHRIE MEDICAL GROUP PC	70	88	82	64	NA	20
6103115183	SILICON VALLEY MEDICAL DEVELOPMENT LLC	57	87	83	58	NA	22
6204740731	LICKING MEMORIAL PROFESSIONAL CORPORATION	62	NA	77	53	NA	24
6305759754	STRAUB CLINIC AND HOSPITAL	71	86	82	57	NA	15
6305810201	NORTH COAST PROFESSIONAL COMPANY, LLC	77	93	89	65	NA	32
6406752153	THE EVERETT CLINIC, PLLC	62	86	79	57	NA	17
6406901941	MONTAGE MEDICAL GROUP	53	NA	70	57	NA	20
6709772767	HEARTLAND REGIONAL MEDICAL CENTER	74	84	87	64	NA	21
6709797491	STANFORD HEALTH CARE	59	NA	86	58	NA	22
6901099746	STAMFORD HEALTH MEDICAL GROUP INC	73	91	88	58	NA	23
6901791367	KINGMAN HEALTHCARE, INC	NA	NA	72	55	NA	16
7012058548	SOUTHEASTERN REGIONAL PHYSICIAN SERVICES	66	85	75	61	NA	NA
7012808827	OVERLAKE MEDICAL CLINICS LLC	66	87	84	63	NA	25
7214841436	GENESIS HEALTH SYSTEM	72	89	86	64	NA	20
7214936533	BEND MEMORIAL CLINIC PC	57	85	76	63	NA	25
7618270729	RMH MEDICAL GROUP LLC	61	84	81	57	NA	21
7618861105	MERCY HOSPITAL AND MEDICAL CENTER	61	85	76	63	NA	21
7618871799	LEXINGTON COUNTY HEALTH SERVICES DISTRICT INC	73	88	87	53	NA	22
7618880097	KING COUNTY PUBLIC HOSPITAL DISTRICT NO 2	57	89	83	59	NA	19
7719876267	SIGNATURE HEALTHCARE MEDICAL GROUP INC	60	82	78	63	NA	17
7911801410	PHYSICIANS REFERRAL SERVICE	76	NA	96	NA	NA	NA
7911816020	TRINITY HEALTH	58	83	75	59	NA	23
8022904473	COMMUNITY CARE PHYSICIANS PC	67	85	81	61	NA	18
8123200540	STERN CARDIOVASCULAR FOUNDATION, INC	69	87	85	54	NA	30
8325952914	LAKELAND REGIONAL HEALTH SYSTEMS INC	62	80	78	65	NA	21
8426112350	PHOEBE PHYSICIAN GROUP INC	64	NA	85	53	NA	16
8426113663	CHESAPEAKE REGIONAL MEDICAL GROUP	69	84	82	64	NA	23
8426136797	MOUNT NITTANY MEDICAL CENTER HEALTH SERVICES INC	71	90	88	62	NA	26
8426231119	VIRGINIA HOSPITAL CENTER PHYSICIAN GROUP LLC	56	85	80	61	NA	16
8527044551	MICHIGAN PRIMARY CARE PARTNERS P C	NA	NA	NA	NA	NA	NA
8628073236	PHYSICIAN PRIMECARE, INC	62	88	88	58	NA	22
8729072418	SACRED HEART HOSPITAL OF THE HOSPITAL SISTERS-3RD ORDER OF ST FRANCIS	75	88	86	57	NA	NA
8729139852	ALBEMARLE PHYSICIAN SERVICES- SENTARA INC	NA	NA	NA	NA	NA	NA
8729351077	PENN STATE HEALTH COMMUNITY MEDICAL GROUP, LLC	70	90	87	64	NA	32
9032125810	OPTUMCARE NEW MEXICO, LLC	51	NA	79	47	NA	15
9133024334	SOUTHEAST MISSOURI HOSPITAL PHYSICIANS LLC	77	88	84	53	NA	26
9133378870	NORTH OAKS PHYSICIAN GROUP, LLC	69	89	89	63	NA	22
9234041708	PRESBYTERIAN HEALTHCARE SERVICES	NA	NA	NA	60	NA	16
9638491574	SCL HEALTH MEDICAL GROUP - BILLINGS LLC	61	84	82	67	NA	24
9830002617	VIRGINIA MASON MEDICAL CENTER	55	81	80	62	NA	20
9830008770	WASHINGTON UNIVERSITY	65	NA	NA	61	NA	28
9830093640	COOPERATIVE HEALTHCARE SERVICES, INC.	65	87	78	52	NA	25
9830094515	SUTTER VALLEY MEDICAL FOUNDATION	60	NA	88	55	NA	24
9931011434	PATIENT FIRST RICHMOND MEDICAL GROUP PLLC	80	NA	NA	45	NA	19

Convert our mean-scored data from longer format back to wider:

# dat_likert_wide_meanscored <- dat_likert_long_meanscored %>%
#   pivot_wider(names_from = scale,
#               values_from = meanscore)

11.8 Practice pivot_wider() more

Wrangle the demographics data from one of the early chapters to calculate the sample size, the M and SD age, and the counts of each gender.

Before, we used filter() to wrangle the age and gender data separately. This time, reshape it using a pivot.

dat_demographics_raw <- read_csv("../data/raw/data_demographics_raw.csv")

11.8.1 Practice pivot_wider() and other functions

The Affect Misattribution Procedure (AMP) claims to be a measure of automatic evaluations of stimuli without the participants intention or awareness (Payne et al., 2013). This data comes from an AMP study where participants are asked to evaluate Chinese characters and ignore the picture stimuli that are briefly presented before each Chinese character. The AMP effect is quantified as the difference in the ratings of the Chinese characters preceeded by one stimulus type (positive) vs. the other (negative). The idea is that participants should not evaluate the images, only the Chinese characters, but the images nonetheless influence their evaluations.

• Remove the instructions trials and the practice trials.
• Create an ‘evaluation’ variable. When the stimulus was prime_positive, ‘evaluation’ = ‘correct’. When stimulus was prime_negative, ‘evaluation’ is ‘correct’ reverse scored.
• Calculate the mean evaluation per stimulus type (positive vs negative)
• Pivot the data wider so that you have mean_evaluation_positive and mean_evaluation_negative.
• Calculate the amp_effect for each participant: the difference in mean evaluations of the positive vs. negative stimuli.
• Create a separate data frame with the mean and SD of the amp_effect in the sample. If mean evaluation deviates from 0.5 (neutral), and AMP effect is present.

dat_amp <- read_csv("../data/raw/data_amp_raw.csv")

11.9 Advanced pivot_longer()

Sometimes we want to pivot multiple columns at once. This too is possible.

# wider data
household

family	dob_child1	dob_child2	name_child1	name_child2
1	1998-11-26	2000-01-29	Susan	Jose
2	1996-06-22	NA	Mark	NA
3	2002-07-11	2004-04-05	Sam	Seth
4	2004-10-10	2009-08-27	Craig	Khai
5	2000-12-05	2005-02-28	Parker	Gracie

# longer data
household |> 
  pivot_longer(
    cols = !family, 
    names_to = c(".value", "child"), # values come from .value placeholder
    names_sep = "_", 
    values_drop_na = TRUE
  )

family	child	dob	name
1	child1	1998-11-26	Susan
1	child2	2000-01-29	Jose
2	child1	1996-06-22	Mark
3	child1	2002-07-11	Sam
3	child2	2004-04-05	Seth
4	child1	2004-10-10	Craig
4	child2	2009-08-27	Khai
5	child1	2000-12-05	Parker
5	child2	2005-02-28	Gracie