Overall response rates for the patient, T1 caregiver, and T2 caregiver surveys across the 43 participating hospitals were 57%, 28%, and 35%, respectively (Table 2).
Table 2. Response Rate Statistics for Patient and Caregiver Surveys
Summary Statistic
|
Patients
|
T1 Caregivers
|
T2 Caregivers
|
Number of completed surveys
|
9,450
|
1,262
|
1,788
|
Number of surveys administered
|
16,573
|
4,455
|
5,106
|
Overall response rate
|
57%
|
28%
|
35%
|
Creating the analysis dataset involved several steps. First, we combined and cleaned patient mail and phone survey responses. During the cleaning process, the following records were removed from the patient survey: (1) Non-contact phone records, (2) Phone and mail proxy respondent records (i.e., those filled out by someone else that the patient), (3) Phone and mail records where respondents did not confirm the patient’s hospital stay, (4) Phone and mail records with no responses to substantive (non-demographic) items, and (5) Phone and mail duplicate records (the most complete or earliest receipted record was retained). The T1 caregiver phone records underwent similar cleaning procedures, including removal of (1) non-contact phone records, (2) records where respondents did not confirm they were the T1 caregiver for the named patients, and (3) records with no substantive data or ineligible respondents (e.g., paid caregivers). T2 caregiver phone record data cleaning steps were identical to that of the T1 survey, with the additional removal of records where the patient self-identified as the T2 caregiver. Next, the patient, T1 caregiver, and T2 caregiver records were combined to link caregivers to patients.
To determine record “completeness,” we applied HCAHPS survey criterion requiring at least a 50% completion of applicable-to-all (ATA) questions[2] [25]. Sensitivity analyses using 90% ATA completion showed no significant difference in responses. The final analysis dataset consisted of 12,276 patient and caregiver responses representing 43 hospitals. Table 3 provides the final number of respondents by respondent type.
Table 3. Number of respondents by respondent type in analysis dataset
Respondent type
|
Overall number of respondents
|
Patients (43 hospitals)
|
9,282
|
T1 caregivers (41 hospitals)
|
1,245
|
T2 caregivers (43 hospitals)
|
1,749
|
Total Responses (43 hospitals)
|
12,276
|
Table 4 presents the characteristics of the 43 participating hospitals and provides the comparison of study hospitals to the 2015 American Hospital Association (AHA) registered hospitals on selected characteristics. The study hospitals were more likely than AHA hospitals to be from the Northeast and West, to be large (≥300 beds), and have nongovernment/non-for-profit ownership. In addition, the study hospitals were more likely to be large, urban and teaching compared to 2019 CMS Impact hospitals (Table 5).
Table 4. Distribution of study hospitals by AHA hospital characteristics[3]
Hospital Characteristic
|
Study Hospitals
(N = 43)
|
AHA Hospitals
(N = 6,251)
|
Geographic Region[4]
|
N
|
%
|
N
|
%
|
Midwest
|
8
|
19%
|
1,701
|
27%
|
Northeast
|
10
|
23%
|
803
|
13%
|
South
|
8
|
19%
|
2,576
|
41%
|
West
|
17
|
40%
|
1,171
|
19%
|
Licensed Beds
|
|
|
|
|
<100
|
6
|
14%
|
3,452
|
55%
|
100-299
|
14
|
33%
|
1,909
|
31%
|
≥300
|
23
|
53%
|
890
|
14%
|
Ownership
|
|
|
|
|
Government, non-federal
|
8
|
19%
|
1,476
|
24%
|
Nongovernment, non-for-profit
|
34
|
79%
|
3,099
|
50%
|
Investor-owned, for-profit
|
1
|
2%
|
1,676
|
27%
|
Table 5. Distribution of study hospitals by CMS Impact hospital characteristics[5]
Hospital Characteristic
|
Study Hospitals
(N = 43)
|
CMS Hospitals
(N = 3,331)
|
Teaching Status[6]
|
N
|
%
|
N
|
%
|
Major Teaching
|
16
|
37%
|
382
|
11%
|
Minor Teaching
|
20
|
47%
|
1,316
|
40%
|
Nonteaching
|
7
|
16%
|
1,633
|
49%
|
Urban/Rural Classification
|
|
|
|
|
Large urban
|
24
|
56%
|
1,354
|
41%
|
Other urban
|
8
|
19%
|
954
|
29%
|
Rural
|
11
|
26%
|
1,023
|
31%
|
Table 6 presents patient respondent characteristics. The majority of patient respondents were female (53%), White (78%), and Non-Hispanic (86%). Twenty-seven percent of patient respondents had at least a 4-year college degree. Most patients (80%) had a family member or friend who helped to take care of them at home. The most common category of informal caregiver was husband/wife (52%), followed by son/daughter (including in-laws) (27%).
Table 6. Patient respondent characteristics (N = 9,282)
Patient characteristics
|
N
|
%
|
Gender
|
|
|
Male
|
4,297
|
47%
|
Female
|
4,833
|
53%
|
Total
|
9,130
|
100%
|
Missing
|
152
|
|
Education
|
|
Some high school or less
|
1,299
|
15%
|
High school graduate or GED
|
2,383
|
27%
|
Some college or 2-year degree
|
2,791
|
31%
|
4-year college graduate
|
993
|
11%
|
More than 4-year college degree
|
1,447
|
16%
|
Total
|
8,913
|
100%
|
Missing
|
369
|
|
Hispanic, Latino, or Spanish origin
|
|
|
Yes
|
1,264
|
14%
|
No
|
7,465
|
86%
|
Total
|
8,729
|
100%
|
Missing
|
553
|
|
Race
|
|
|
White
|
6,908
|
78%
|
Black or African American
|
840
|
9%
|
Asian
|
266
|
3%
|
Native Hawaiian or Other Pacific Islander
|
39
|
<1%
|
American Indian or Alaska Native
|
75
|
1%
|
Other
|
533
|
6%
|
More than one race
|
247
|
3%
|
Total
|
8,908
|
100%
|
Missing
|
374
|
|
Patient had a family member or friend who helped take care of them at home
|
|
|
Yes
|
7,106
|
80%
|
No
|
1,814
|
20%
|
Total
|
8,920
|
100%
|
Missing
|
362
|
|
Family member or friend’s relationship to the patient
(of the 7,106 who answered Yes, above)
|
|
|
Husband/Wife
|
3,269
|
53%
|
Partner/Significant Other (includes boyfriend/girlfriend)
|
233
|
4%
|
Son/Daughter (includes in-laws)
|
1,642
|
27%
|
Brother/Sister (includes in-laws)
|
267
|
4%
|
Father/Mother (includes in-laws)
|
100
|
2%
|
Grandson/Granddaughter
|
118
|
2%
|
Other Relative
|
113
|
2%
|
A Friend or Someone Else
|
449
|
7%
|
Total
|
6,191
|
100%
|
Missing
|
915
|
|
Note: Totals differ due to missing data
T1 and T2 caregiver respondent characteristics are presented in Table 7. The majority of both T1 and T2 caregiver respondents were female (72% and 70%, respectively). Approximately one-third both T1 and T2 caregivers had at least a 4-year college degree. Most of the caregivers were not working or were retired (64% of T1 and 70% of T2), and identified as the husband or wife of the patient (58% of T1 and 61% of T2). Approximately one-quarter of both T1 and T2 caregivers identified as sons or daughters of the patient (including in-laws). The majority of caregivers had been caring for the patient for 12 months or more (58% of T1 and 56% of T2), lived with the patient (78% of T1 and 84% of T2), and identified as the patient’s sole caregiver (51% of T1 and 60% of T2).
Table 7. T1 (N = 1,245) and T2 (N = 1,749) caregiver respondent characteristics
Caregiver Characteristics
|
T1
|
T2
|
N
|
%
|
N
|
%
|
Gender
|
|
|
|
|
Male
|
348
|
28%
|
527
|
30%
|
Female
|
874
|
72%
|
1,212
|
70%
|
Total
|
1,222
|
100%
|
1,739
|
100%
|
Missing
|
23
|
|
10
|
|
Education
|
|
|
|
|
Some high school or less
|
112
|
9%
|
177
|
10%
|
High school graduate or GED
|
264
|
22%
|
427
|
25%
|
Some college or 2-year degree
|
410
|
34%
|
577
|
33%
|
4-year college graduate
|
214
|
18%
|
266
|
15%
|
More than 4-year college degree
|
210
|
17%
|
280
|
16%
|
Total
|
1,210
|
100%
|
1,727
|
100%
|
Missing
|
35
|
|
22
|
|
Current employment status
|
|
|
|
|
Full-time for pay
|
296
|
25%
|
314
|
18%
|
Full-time unpaid
|
14
|
1%
|
24
|
1%
|
Part-time for pay
|
115
|
10%
|
170
|
10%
|
Part-time unpaid
|
9
|
1%
|
8
|
<1%
|
Not working or Retired
|
773
|
64%
|
1,210
|
70%
|
Total
|
1,207
|
100%
|
1,726
|
100%
|
Missing
|
38
|
|
23
|
|
Relationship to patient
|
|
|
|
|
Husband/Wife
|
717
|
58%
|
1,064
|
61%
|
Partner/Significant Other (includes boyfriend/girlfriend)
|
39
|
3%
|
62
|
4%
|
Son/Daughter (includes in-laws)
|
336
|
27%
|
408
|
23%
|
Brother/Sister (includes in-laws)
|
50
|
4%
|
57
|
3%
|
Father/Mother (includes in-laws)
|
35
|
3%
|
39
|
2%
|
Grandson/Granddaughter
|
19
|
2%
|
18
|
1%
|
Other Relative
|
13
|
1%
|
20
|
1%
|
A Friend or Someone Else
|
36
|
3%
|
81
|
5%
|
Total
|
1,245
|
100%
|
1,749
|
100%
|
Missing
|
0
|
|
0
|
|
Length of time the caregiver has taken part in or overseen patient’s care
|
|
|
|
|
Less than 3 months
|
371
|
30%
|
281
|
16%
|
At least 3 months but less than 12 months
|
149
|
12%
|
488
|
28%
|
12 months or more
|
705
|
58%
|
964
|
56%
|
Total
|
1,225
|
100%
|
1,733
|
100%
|
Missing
|
20
|
|
16
|
|
Caregiver lives with patient
|
|
|
|
|
Yes
|
945
|
78%
|
1,465
|
84%
|
No
|
273
|
22%
|
270
|
16%
|
Total
|
1,218
|
100%
|
1,735
|
100%
|
Missing
|
27
|
|
14
|
|
Other people help caregiver care for patient
|
|
|
|
|
Yes
|
594
|
49%
|
684
|
40%
|
No
|
620
|
51%
|
1,046
|
60%
|
Total
|
1,214
|
100%
|
1,730
|
100%
|
Missing
|
31
|
|
19
|
|
Note: Totals differ due to missing data
Item variability
As the first step in the psychometric analysis, we examined item variability at the respondent level. Table 8 presents percent positive and top box responses for survey items in the patient, T1 caregiver, and T2 caregiver surveys. For patients, the percent positive/top box responses ranged from 4% to 96%. Two items had percent positive scores greater than 95% (Q20. Home: How well been able to use supplies/equipment? 96% for patients; and Q22. Home: How well been able to take care of wound/surgical site? 96% for T1 and T2 caregivers). Percent positive/top box responses ranged from 1% to 96% for T1 caregivers and 4% to 96% for T2 caregivers. Twenty items had percent positive/top box scores less than 50%; 17 items in the patient survey, eight items in the T1 caregiver survey, and seven items in the T2 caregiver survey. Items with excessively high or low percent positive/top box scores were flagged as having low variability. Five items were flagged as having low variability (> 95% or < 50%) across all three surveys.
We also examined the percentages of missing responses for all survey items to identify items with excessive missingness (> 65%). These percentages in Table 8 combine missingness due to tailored inapplicable responses (e.g., “I already knew what to do”), valid skips, and other sources (not answered, don’t know, or refused). Seven survey items had greater than 65% missing values in the patient, T1 caregiver, and T2 caregiver surveys, indicating that the majority of respondents across all three surveys did not answer these questions. Three of the seven items were also identified as having low item variability (Q19_B through Q19_D) across all three surveys and were therefore dropped from the final surveys. Because Q19_A was not meant to be a standalone item and had a high percentage of missing values in all three surveys, it was also dropped from the final surveys. Finally, Q22 was dropped from the final caregiver surveys because of its low variability and high missingness. Despite excessive missingness, Q11_A (Hospital: Written information in Spanish) was not considered problematic because very few respondents took the survey in Spanish, so the item was retained.
Table 8. Individual-level item variability – Percent positive/top box scores and percent of missing data (Patients [PT], T1 caregivers [T1], and T2 caregivers [T2])
Survey
Item #
|
|
% Top box/
% Positive
|
% Missing
|
Q2
|
Hospital: Were you told/shown what to do?
|
PT
|
72%
|
10%
|
|
|
T1
|
62%
|
27%
|
|
|
T2
|
69%
|
43%
|
Q3
|
Hospital: Understood what to do at home?
|
PT
|
71%
|
3%
|
|
|
T1
|
64%
|
9%
|
|
|
T2
|
68%
|
31%
|
Q4
|
Hospital: Get to practice things you would need to do at
|
PT
|
50%
|
21%
|
|
home?
|
T1
|
46%
|
53%
|
|
|
T2
|
51%
|
65%
|
Q5
|
Hospital: Explain things in a way you could understand?
|
PT
|
81%
|
3%
|
|
|
T1
|
83%
|
9%
|
|
|
T2
|
84%
|
31%
|
Q6
|
Hospital: Cared about you as a person?
|
PT
|
84%
|
3%
|
|
|
T1
|
73%
|
9%
|
|
|
T2
|
74%
|
32%
|
Q7
|
Hospital: Trusted HC professionals’ judgments?
|
PT
|
80%
|
3%
|
|
|
T1
|
77%
|
9%
|
|
|
T2
|
79%
|
31%
|
Q8
|
Hospital: Got information about symptoms to watch out
|
PT
|
69%
|
3%
|
|
for?
|
T1
|
67%
|
9%
|
|
|
T2
|
74%
|
32%
|
Q9
|
Hospital: HC professional talked to you about prescription
|
PT
|
76%
|
6%
|
|
and OTC medicines? (filter question)
|
T1
|
77%
|
12%
|
|
|
T2
|
76%
|
33%
|
Q10
|
Hospital: Were side effects of medicine clear?
|
PT
|
61%
|
15%
|
|
|
T1
|
62%
|
25%
|
|
|
T2
|
63%
|
42%
|
Q11
|
Hospital: Helpfulness of written informationa
|
PT
|
90%
|
11%
|
|
|
T1
|
93%
|
30%
|
|
|
T2
|
92%
|
42%
|
Q11_A
|
Hospital: Written information in Spanish?
|
PT
|
81%
|
95%
|
|
|
T1
|
77%
|
98%
|
|
|
T2
|
83%
|
96%
|
Q12
|
Hospital: Was doctor appointment scheduled?
|
PT
|
85%
|
2%
|
|
|
T1
|
85%
|
12%
|
|
|
T2
|
89%
|
33%
|
Q13(R)
|
Hospital: Was it too soon to leave hospital? (negatively
|
PT
|
82%
|
2%
|
|
worded, reverse coded) (filter question)
|
T1
|
73%
|
10%
|
|
|
T2
|
77%
|
31%
|
Q14
|
Hospital: Reason because needed more care at home?
|
PT
|
71%
|
83%
|
|
|
T1
|
67%
|
77%
|
|
|
T2
|
65%
|
84%
|
Q15
|
Home: Had HC prof contact info? (filter question)
|
PT
|
88%
|
2%
|
|
|
T1
|
88%
|
16%
|
|
|
T2
|
86%
|
2%
|
Q16
|
Home: Got help with problems or questions [when you
|
PT
|
80%
|
42%
|
|
contacted HC professionals]?
|
T1
|
82%
|
57%
|
|
|
T2
|
82%
|
45%
|
Q17
|
Home: Had to take any prescription or OTC medicine?
|
PT
|
88%
|
2%
|
|
(filter question)
|
T1
|
95%
|
16%
|
|
|
T2
|
93%
|
1%
|
Q18(R)
|
Home: Has there been a time when did not take medicine
|
PT
|
84%
|
17%
|
|
As directed? (negatively worded, reverse coded) (filter
|
T1
|
92%
|
21%
|
|
question)
|
T2
|
90%
|
10%
|
Dropped
|
Home: Did not take medicine… Because forgot to take
|
PT
|
64%
|
87%
|
survey #
|
medicine? (DROPPED FROM FINAL SURVEYS)
|
T1
|
39%
|
94%
|
Q19_A
|
|
T2
|
59%
|
91%
|
Dropped
|
Home: Did not take medicine… Because could not afford?
|
PT
|
8%
|
88%
|
survey #
|
(DROPPED FROM FINAL SURVEYS)
|
T1
|
1%
|
94%
|
Q19_B
|
|
T2
|
4%
|
91%
|
Dropped
|
Home: Did not take medicine… Because of medicine side
|
PT
|
29%
|
88%
|
survey #
|
effects? (DROPPED FROM FINAL SURVEYS)
|
T1
|
28%
|
94%
|
Q19_C
|
|
T2
|
28%
|
91%
|
Dropped
|
Home: Did not take medicine… Because didn't know
|
PT
|
6%
|
88%
|
survey #
|
how/when to take medicine? (DROPPED FROM FINAL
|
T1
|
8%
|
94%
|
Q19_D
|
SURVEYS)
|
T2
|
13%
|
91%
|
Q19
|
Home: Needed to use supplies or equipment? (filter
|
PT
|
67%
|
2%
|
|
question)
|
T1
|
78%
|
16%
|
|
|
T2
|
76%
|
<1%
|
Q20
|
Home: How well been able to use supplies/equipment?a
|
PT
|
96%
|
37%
|
|
|
T1
|
93%
|
36%
|
|
|
T2
|
94%
|
25%
|
Q21
|
Home: Had to take care of wound or surgical site? (filter
|
PT
|
32%
|
3%
|
|
question)
|
T1
|
27%
|
16%
|
|
|
T2
|
26%
|
1%
|
Q22
|
Home: How well been able to take care of wound/surgical
|
PT
|
94%
|
69%
|
|
site?a (DROPPED FROM FINAL CAREGIVER
|
T1
|
96%
|
78%
|
|
SURVEYS, BUT KEPT IN FINAL PATIENT SURVEY)
|
T2
|
96%
|
74%
|
Q23
|
Home: Received transportation assistance? (filter question)
|
PT
|
10%
|
2%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q24
|
Home: Wanted transportation assistance?
|
PT
|
11%
|
21%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q25
|
Home: Received meals? (filter question)
|
PT
|
4%
|
1%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q26
|
Home: Wanted meals?
|
PT
|
9%
|
13%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q27
|
Home: Received physical/occupational therapy? (filter
|
PT
|
44%
|
2%
|
|
question)
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q28
|
Home: Needed physical/occupational therapy?
|
PT
|
10%
|
49%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q29
|
Home: Had home visit? (filter question)
|
PT
|
49%
|
2%
|
|
|
T1
|
52%
|
17%
|
|
|
T2
|
52%
|
1%
|
Q30
|
Home: Wanted home visit?
|
PT
|
6%
|
52%
|
|
|
T1
|
14%
|
61%
|
|
|
T2
|
8%
|
53%
|
Q31
|
Home: Talked with HC professional? (filter question)
|
PT
|
85%
|
2%
|
|
|
T1
|
67%
|
16%
|
|
|
T2
|
67%
|
1%
|
Q32
|
Home: HC prof helped manage changes or unexpected
|
PT
|
59%
|
43%
|
|
problems?
|
T1
|
77%
|
69%
|
|
|
T2
|
72%
|
59%
|
Q33
|
Home: Explained things in a way you could understand?
|
PT
|
82%
|
20%
|
|
|
T1
|
89%
|
45%
|
|
|
T2
|
88%
|
34%
|
Q34
|
Home: Cared about you as a person?
|
PT
|
85%
|
20%
|
|
|
T1
|
75%
|
46%
|
|
|
T2
|
71%
|
35%
|
Q35
|
Home: Trusted HC prof's judgments?
|
PT
|
81%
|
20%
|
|
|
T1
|
83%
|
45%
|
|
|
T2
|
81%
|
34%
|
Q36(R)
|
Home: HC professional told you something that went
|
PT
|
87%
|
20%
|
|
against what another HC professional said? (negatively
|
T1
|
84%
|
45%
|
|
worded) (reversed)
|
T2
|
83%
|
34%
|
Q37
|
Hospital: Rate hospital in preparing you for taking care of
|
PT
|
79%
|
4%
|
|
self/patient at homea
|
T1
|
76%
|
13%
|
|
|
T2
|
79%
|
32%
|
Q38
|
Home: Rate ability to take care of self/patienta
|
PT
|
72%
|
3%
|
|
|
T1
|
85%
|
17%
|
|
|
T2
|
85%
|
1%
|
Q39
|
Home: Rate care from HC profs since homea
|
PT
|
82%
|
16%
|
|
|
T1
|
86%
|
32%
|
|
|
T2
|
85%
|
10%
|
Q40
|
Overall, have HC profs been there as much as you
|
PT
|
72%
|
5%
|
|
needed?
|
T1
|
70%
|
5%
|
|
|
T2
|
73%
|
3%
|
Q41
|
Rate physical healtha
|
PT
|
43%
|
3%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q42
|
Rate mental/emotional healtha
|
PT
|
61%
|
3%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q43
|
Rate sleepa
|
PT
|
38%
|
3%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q44
|
Bodily paina
|
PT
|
40%
|
4%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q45
|
Carry out everyday physical activitiesa
|
PT
|
49%
|
3%
|
|
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q46
|
Home: Has a family member or friend helped care for
|
PT
|
80%
|
4%
|
|
you?
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q49
|
How confident are you in filling out medical forms by
|
PT
|
75%
|
2%
|
|
yourself?a
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
Q50
|
Do you usually ask someone to help you read materials
|
PT
|
25%
|
2%
|
|
you receive from the hospital?
|
T1
|
---
|
---
|
|
|
T2
|
---
|
---
|
CQ5
|
Hospital: Did CG talk with any HC in hospital about the
|
PT
|
---
|
---
|
|
patient? (filter question)
|
T1
|
92%
|
<1%
|
|
|
T2
|
86%
|
19%
|
CQ15
|
Hospital: Did CG receive written information? (filter
|
PT
|
---
|
---
|
|
question)
|
T1
|
87%
|
14%
|
|
|
T2
|
93%
|
34%
|
CQ29
|
Home: Patient received help for mental health problem?
|
PT
|
---
|
---
|
|
(filter question)
|
T1
|
12%
|
17%
|
|
|
T2
|
14%
|
2%
|
CQ30
|
Home: CG wanted patient to receive help for mental
|
PT
|
---
|
---
|
|
health problem?
|
T1
|
91%
|
29%
|
|
|
T2
|
92%
|
18%
|
CQ33
|
Home visit scheduled when caregiver could be present?a
|
PT
|
---
|
---
|
|
|
T1
|
82%
|
57%
|
|
|
T2
|
80%
|
50%
|
CQ44
|
Home: How much effort for CG to care for patient?a
|
PT
|
---
|
---
|
|
|
T1
|
36%
|
17%
|
|
|
T2
|
40%
|
1%
|
CQ45
|
Home: How stressful for CG to care for patient?a
|
PT
|
---
|
---
|
|
|
T1
|
68%
|
17%
|
|
|
T2
|
66%
|
1%
|
CQ46
|
How caring for patient has changed from hospital until
|
PT
|
---
|
---
|
now?a
|
T1
|
51%
|
17%
|
|
T2
|
58%
|
2%
|
Notes: “Q”= the final patient survey item number when the item is on the patient survey only or both the patient and caregiver surveys; “CQ” = the final caregiver survey item number when the item is on the caregiver survey only. The percent missing includes tailored inapplicable responses (e.g., “I already knew what to do”), valid skips (based on the filter questions), and other missing (not answered, didn’t know, or refused). HC = healthcare; OTC = over the counter; CG = caregiver.
aPercent positive response, the two most positive responses, is shown for this item; all other items display top box scores.
Exploratory factor analysis (EFA) for proposed composite measures
Separate EFAs were conducted for the patient, T1, and T2 caregiver surveys. The initial EFAs included all items comprising the proposed composite measures in each survey: Overall Quality of Transitional Care (patient and caregiver surveys), Patient Overall Health (patient survey), and Caregiver Effort/Stress (caregiver surveys). The initial EFA revealed issues with Q38 (Home: Rate ability to take care of self/patient) in the Overall Quality of Transitional Care composite measure for patients and T1 caregivers. Specifically, this item had a factor loading above 0.40 on two factors for patients and did not load above 0.40 on either factor for T1 caregivers. We therefore removed Q38 from the composite measure models and repeated the analysis. To maintain consistency, we made this change for the patient and caregiver surveys. However, Q38 was retained for all subsequent analyses as a single-item measure. Results of the final EFA for patients are presented in Table 9. The EFA retained two factors. All factor loadings for items on their respective composite measures were above 0.40 (range 0.51 to 0.85).
Table 9. Final exploratory factor analysis factor loadings for patients
Composite measures and items
|
Factor 1
|
Factor 2
|
Overall Quality of Transitional Care
|
|
|
Q37
|
Hospital: Rate hospital in preparing you for taking care of self/patient at home
|
0.24
|
0.63
|
Q39
|
Home: Rate care from HC professionals since home
|
0.20
|
0.85
|
Q40
|
Overall, have HC professionals been there as much as you needed?
|
0.17
|
0.67
|
Patient Overall Health
|
|
|
Q41
|
Rate physical health
|
0.76
|
0.26
|
Q42
|
Rate mental/emotional health
|
0.69
|
0.29
|
Q43
|
Rate sleep
|
0.59
|
0.17
|
Q44
|
Bodily pain
|
0.51
|
0.06
|
Q45
|
Carry out everyday physical activities
|
0.58
|
0.20
|
Note: HC = healthcare.
The EFAs for both the T1 and T2 caregiver surveys also retained two factors (Table 10). All factor loadings for items on their respective composite measures were above 0.40 for both T1 and T2 caregivers (range 0.60 to 0.92 and 0.65 to 0.78, respectively).
Table 10. Final exploratory factor analysis factor loadings for T1 and T2 caregivers
Composite measures and items
|
|
Factor 1
|
Factor 2
|
Overall Quality of Transitional Care
|
|
|
|
Q37
|
Hospital: Rate hospital in preparing you for taking care of self/patient at home
|
T1
|
0.62
|
0.17
|
T2
|
0.69
|
0.14
|
Q39
|
Home: Rate care from HC profs since home
|
T1
|
0.69
|
0.07
|
T2
|
0.76
|
0.07
|
Q40
|
Overall, have HC profs been there as much as you needed?
|
T1
|
0.66
|
0.10
|
T2
|
0.65
|
0.09
|
Caregiver Effort/Stress
|
|
|
|
CQ44
|
Home: How much effort for CG to care for patient?
|
T1
|
0.08
|
0.60
|
T2
|
0.08
|
0.72
|
CQ45
|
Home: How stressful for CG to care for patient?
|
T1
|
0.18
|
0.92
|
T2
|
0.14
|
0.78
|
Notes: “Q”= the final patient survey item number when the item is on the patient survey only or both the patient and caregiver surveys; “CQ” = the final caregiver survey item number when the item is on the caregiver survey only. HC = healthcare; CG = caregiver.
The pattern and magnitudes of the factor loadings in all three surveys indicated a clear differentiation between the factors, reflecting the proposed measurement structure.
Composite measure internal consistency reliability
Table 11 presents Cronbach’s alpha values measuring internal consistency reliability for each outcome composite measure, as well as alpha values if an item were to be deleted. The two composite measures in the patient survey—Overall Quality of Transitional Care and Patient Overall Health—had internal consistency reliability above the criterion of at least 0.70 (α = 0.79 for both composite measures). Similarly, the two composite measures in the T1 and T2 caregiver surveys—Overall Quality of Transitional Care and Caregiver Effort/Stress—had internal consistency reliabilities of at least 0.70 (T1 α = 0.70, 0.72 and T2 α = 0.75, 0.72, respectively). For all three surveys, deleting any items would not improve reliability.
Table 11. Composite measure internal consistency reliability (Patients [PT], T1 caregivers [T1], T2 caregivers [T2])
Composite measures and items
|
Internal consistency reliability
(Alpha if item deleted
next to each item)
|
PT
|
T1
|
T2
|
Overall Quality of Transitional Care
|
0.79
|
0.70
|
0.75
|
Q37
|
Hospital: Rate hospital in preparing you for taking care of self/patient at home
|
0.75
|
0.63
|
0.67
|
Q39
|
Home: Rate care from HC profs since home
|
0.64
|
0.59
|
0.63
|
Q40
|
Overall, have HC profs been there as much as you needed?
|
0.74
|
0.61
|
0.69
|
Patient Overall Health
|
0.79
|
---
|
---
|
Q41
|
Rate physical health
|
0.71
|
---
|
---
|
Q42
|
Rate mental/emotional health
|
0.73
|
---
|
---
|
Q43
|
Rate sleep
|
0.76
|
---
|
---
|
Q44
|
Bodily pain
|
0.79
|
---
|
---
|
Q45
|
Carry out everyday physical activities
|
0.76
|
---
|
---
|
Caregiver Effort/Stress
|
---
|
0.73
|
0.72
|
CQ44
|
Home: How much effort for CG to care for patient?
|
---
|
---
|
---
|
CQ45
|
Home: How stressful for CG to care for patient?
|
---
|
---
|
---
|
Notes: “Q”= the final patient survey item number when the item is on the patient survey only or both the patient and caregiver surveys; “CQ” = the final caregiver survey item number when the item is on the caregiver survey only. HC = healthcare; CG = caregiver.
Composite measure site-level reliability
To evaluate the within-hospital and between-hospital variability of item scores, we computed site-level reliability estimates for the outcome composite measures, their constituent items, and all other survey variables. The site-level reliability for patient composite measures was 0.82 for Overall Quality of Transitional Care and 0.78 for Patient Overall Health. The site-level reliability for Overall Quality of Transitional Care was 0.72 for T1 caregivers and 0.62 for T2 caregivers (below the criterion of 0.70). The Caregiver Effort/Stress composite measure had site-level reliability below the criterion for both T1 (0.63) and T2 (0.64) caregivers. Site-level reliability for the final survey items is shown in Supplemental Table 1. We note that when the composite measures and/or items did not meet the criterion for acceptable site-level reliability, the sample size needed to achieve hospital-level reliability of at least 0.70 was higher than the actual sample sizes in the dataset.
Composite measure correlations
Next, we examined individual-level Spearman’s rank-order correlations among the outcome composite measures in the patient, T1 caregiver, and T2 caregiver surveys. In both the patient and caregiver surveys, the Overall Quality of Transitional Care composite measure was significantly correlated with the other composite measures and most of the survey items. In the patient survey, Patient-Reported Outcomes was significantly related to the Overall Quality of Transitional Care (rs= 0.40, p <.05). In the caregiver surveys, Caregiver Effort/Stress was significantly related to Overall Quality of Transitional Care for T1 caregivers (rs= 0.19, p <.05) and for T2 caregivers (rs= 0.18, p <.05). We also examined individual-level correlations between the composite measures and other survey items (in Supplemental Table 2). Out of 44 possible associations between the other survey items and the patient composite measures, the majority were statistically significant (p < .05) (with Overall Quality of Transitional Care - 41 correlations; with Patient-Reported Outcomes - 40 correlations). Out of 41 possible associations between the other survey items and the caregiver composite measures, the majority of these were also statistically significant (p < .05) (with Overall Quality of Transitional Care - 32 correlations for T1 caregivers and 31 for T2 caregivers; with Caregiver Effort/Stress – 30 correlations for T1 caregivers and 33 for T2 caregivers).
Final survey items
After reviewing the performance of individual survey items other than those grouped into composite measures across the different psychometric analyses, we identified and removed items with multiple analytic issues from the final patient and caregiver surveys (four items from the patient survey, five from the T1 caregiver survey, and five from the T2 caregiver survey, shown in Supplemental Table 3). The final patient, T1 caregiver, and T2 caregiver surveys (shown in Supplemental Appendixes A, B, and C) have 56, 51, and 51 items respectively.
Footnotes:
[2] “Applicable to all” indicates if a question was applicable to all respondents, excluding questions skipped based on previous responses.
[3] Based on the 2015 AHA Annual Survey Data Set
[4] States and territories are categorized into the following regions:
Midwest: IL, IN, MI, OH, WI, IA, KS, MN, MO, NE, ND, SD
Northeast: CT, ME, MA, NH, RI, VT, NJ, NY, PA
South: DE, FL, GA, MD, NC, SC, VA, DC, WV, AL, KY, MS, TN, AR, LA, OK, TX
West: AZ, CO, ID, MT, NV, NM, UT, WY, CA, OR, WA
[5] Based on fiscal year (FY) 2019 Final Rule Impact File
[6] Teaching status derived from two variables: 2015 AHA Annual Survey MAPP status and CMS 2019. Impact file residents to bed ratio.