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. 2022 Jul 22;9:924309. doi: 10.3389/fmed.2022.924309

Table 2.

Determinants of health care utilization (GP visits, specialist visits and hospital admission) in late life among community-dwelling individuals.

Number of GP visits Medical specialists–number of visits Hospital admission (yes/no)
Independent variables IRR 95%CI IRR 95%CI OR 95%CI
Depressive symptoms (GDS) 1.03*** (1.01–1.04) 1.03** (1.01–1.04) 1.08** (1.02–1.13)
Age 1.01 (1.00–1.02) 0.97*** (0.96–0.98) 0.98 (0.95–1.01)
Female (ref: male) 1.10* (1.00–1.20) 0.99 (0.89–1.11) 0.71* (0.51–0.98)
Education (CASMIN) (ref: low)
   Middle 0.97 (0.89–1.06) 1.08 (0.93–1.20) 0.85 (0.56–1.22)
   High 0.99 (0.89–1.11) 1.06 (0.97–1.68) 0.83 (0.66–3.72)
Marital status: (ref: married, living with spouse)
   Married, living separated 0.98 (0.76–1.26) 1.28+ (0.97–1.68) 1.57 (0.66–3.72)
   Single 0.91 (0.73–1.13) 0.97 (0.75–1.25) 1.00 (0.44–2.26)
   Divorced 1.30** (1.07–1.58) 1.06 (0.83–1.35) 1.58 (0.78–3.20)
   Widowed 1.06 (0.92–1.22) 1.08 (0.91–1.28) 0.96 (0.56–1.67)
Living situation: (ref: alone)
   Living together with spouse/partner/relative 1.03 (0.90–1.18) 1.14 (0.97–1.34) 0.72 (0.43–1.23)
   Retirement home/assisted living/ nursing home 1.10 (0.93–1.29) 0.98 (0.80–1.20) 0.86 (0.47–1.58)
Health insurance: (ref: statutory)
   Private health insurance 1.37*** (1.14–1.64) 0.83 (0.65–1.05) 1.64 (0.88–3.06)
High Social support (ESSI) (ref: low) 1.04 (0.95–1.14) 1.11* (1.00–1.24) 1.17 (0.81–1.69)
Cognitive function (MMSE) 0.98* (0.97–1.00) 1.00 (0.98–1.02) 1.02 (0.96–1.08)
Chronic disease score (CDS) 1.05*** (1.03–1.06) 1.02** (1.01–1.04) 1.11*** (1.06–1.17)
Functional impairment (ADL) (ref: no) 1.16*** (1.07–1.25) 1.08+ (0.99–1.17) 1.74** (1.25–2.42)
Visual impairment (ref: no) 0.92* (0.85–1.00) 1.01 (0.92–1.10) 1.06 (0.79–1.44)
Hearing impairment (ref: no) 0.97 (0.90–1.05) 1.14** (1.04–1.24) 1.26 (0.95–1.67)
Constant 8.25*** (3.26–20.86) 56.77*** (18.44–174.78) 0.39 (0.02–10.24)
Random part Yes Yes Yes
Observations 1,843 1,846 1,843
Individuals 1,118 1,119 1,118

Results of multilevel random intercept negative binominal regression (IRR) and the random-effects logistic regression (OR). AgeMooDe–German “Late-life depression in primary care: needs, health care utilization and costs”.

Incidence-rate ratios (IRR) and odds-ratios (OR) with 95% confidence intervals (95% CI) are reported. Depression—short version of the Geriatric Depression Scale, which contains 15 items (GDS-SF) (29); Educational level (CASMIN) low, middle, high [33]; Social support—German Version of the ENRICHD Social Support Inventory—ESSI (35), range 5–25, values lower or equal to 18 indicated low social support (36); Cognitive function–Mini-Mental State Examination (MMSE), from 0 (worst) to 30 (best) (39); Chronic disease score (CDS)—burden of multimorbidity, range 0–12, higher scores indicate higher morbidity (38); Functional impairment-−24-item scale (instrumental) activities of daily living (IADL/ADL). Patients who had difficulty on at least one ADL/IADL were classified as functionally impaired (37). ***p <0.001, **p <0.01, *p <0.05.