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. Author manuscript; available in PMC: 2023 Aug 1.
Published in final edited form as: Med Care. 2022 Jun 4;60(8):570–578. doi: 10.1097/MLR.0000000000001742

Table 2.

Demographics of included patients by psychosocial factor presence

No PS Factors
N (%)
1+ PS Factor
N (%)
Total 55,112 (100%) 21,367 (100%)
Age
66–70 17,435 (31.62%) 3,824 (17.90%)
71–75 13,498 (24.49%) 6,775 (31.71%)
76–80 10,041 (18.22%) 4,761 (22.28%)
81–85 6,570 (11.92%) 2,889 (13.52%)
86–90 4,084 (7.41%) 1,698 (7.95%)
91+ 3,494 (6.34%) 1,420 (6.65%)
Race/ethnicity
American Indian/Alaska Native 297 (.54%) 108 (.48%)
Asian 1,488 (2.7%) 599 (2.8%)
Black 639 (1.16%) 270 (1.26%)
Hispanic 1,180 (2.14%) 449 (2.1%)
Multiracial 360 (.65%) 151 (.71%)
Other 1,604 (2.91%) 420 (1.97%)
Pacific Islander 106 (.19%) 31 (.15%)
White 49,438 (89.70%) 19,344 (90.53%)
Female Sex 29844 (54.15%) 11,807 (55.26%)
Psychosocial factors
Chronic Stress N/A 0 (0%) 15,734 (73.64%)
Social isolation 0 (0%) 559 (2.62%)
Housing insecurity 0 (0%) 4,338 (20.30%)
Financial insecurity 0 (0%) 7,117 (33.31%)
Baseline utilization
1+ Hospitalization 4,987 (9.05%) 7281 (34.08%)
1+ ED visit 2,294 (4.2%) 2,909 (14.38%)
1+ Office Visit 51,607 (93.64%) 20121 (94.17%)
Year before baseline utilization
1+ Hospitalization 2,356 (4.27%) 1,616 (7.56%)
1+ ED Visit 1,083 (1.97%) 1,310 (6.13%)
1+ Office Visit 26,617 (48.3%) 12,303 (57.58%)
Most Frequent Diagnoses
Hypertension 14772 (27.3%) 8434 (41.69%)
Cancer 14143 (26.14%) 7021 (34.71%)
Hyperlipidemia 8189 (15.13%) 5078 (25.10%)
Arthritis 6927 (12.80%) 4419 (21.84%)
Dorsopathy 5597 (10.34%) 3880 (19.18%)
Depression 4102 (7.58%) 3268 (16.16%)
Diabetes 6730 (12.44%) 3135 (15.5%)
CAD 4031 (7.45%) 3035 (15%)
Osteoporosis 3454 (6.38%) 2723 (13.46%)
Anxiety 2500 (4.62%) 2413 (11.93%)
Severe Psychiatric illness 1960 (3.62%) 2196 (10.86%)
Multimorbidity-weighted index (Mean ± SD) 7.7±6.8 12.1±9.5
Outcomes in Prediction Year
1+ Hospitalization 2285 (4.15%) 2480 (11.61%)
1+ ED visit 1687 (3.06%) 2052 (9.6%)
Death* 902 (1.6%) 1028 (4.8%)
Hospitalization, ED visit or Death 4320 (7.8%) 4377 (20.48%)
*

Deaths reported to health system only.