Table 3.
Effects on Time between Hospitalizations
| Statistic | |||
|---|---|---|---|
| Term | Coefficient | z | p>|z| |
| Resident level | |||
| Personal characteristics | |||
| Male | −0.20 | −30.1 | 0 |
| African American | −0.01 | −0.6 | .55 |
| Not white or African American | 0.05 | 3.9 | 0 |
| Married | −0.06 | −8.1 | 0 |
| Daily life | |||
| Severe physical functioning | −0.16 | −12.1 | 0 |
| Moderate physical functioning | −0.06 | −3.9 | 0 |
| Severe cognitive functioning | −0.13 | −11.4 | 0 |
| Moderate cognitive functioning | −0.03 | −3.6 | 0 |
| Bladder incontinent | 0.06 | 6.6 | 0 |
| Bowel incontinent | −0.10 | −10.7 | 0 |
| Restrained by bedrails | −0.02 | −2.0 | .048 |
| Has trunk, limb, or chair restraints | −0.04 | −1.5 | .132 |
| Restrained by bedrails and either trunk, limb, or chair restraints | 0.05 | 2.7 | .008 |
| Special treatment, procedures, and programs | −0.22 | −28.6 | 0 |
| Nutritional approaches: Feeding tube use | −0.16 | −12.2 | 0 |
| Nutritional approaches: Parenteral IV | −0.14 | −5.4 | 0 |
| Medication count | −0.04 | −44.3 | 0 |
| Chronic conditions | |||
| Edema | −0.09 | −11.5 | 0 |
| Stage 1 ulcer | −0.09 | −6.7 | 0 |
| Stage 2 + ulcer | −0.24 | −30.2 | 0 |
| Unstable condition | −0.18 | −22.4 | 0 |
| Alzheimer's or dementia | 0.10 | 12.7 | 0 |
| Anemia | −0.08 | −11.1 | 0 |
| Cancer | −0.18 | −18.2 | 0 |
| Congestive heart failure | −0.18 | −23.1 | 0 |
| Chronic obstructive pulmonry disease | −0.10 | −11.7 | 0 |
| Daily pain | −0.10 | −13.2 | 0 |
| Diabetes mellitus | −0.10 | −15.3 | 0 |
| Dysrhythmia | −0.08 | −9.9 | 0 |
| Internal bleeding | −0.19 | −6.2 | 0 |
| Neurological disease | 0.07 | 10.0 | 0 |
| Other cardiology disease | −0.03 | −4.0 | 0 |
| Changes since last assessment | |||
| Weight loss | −0.10 | −11.0 | 0 |
| New medication | −0.05 | −6.2 | 0 |
| Number of days physician ordered changes to care needs | −0.26 | −28.1 | 0 |
| Abnormal lab result | −0.08 | −10.3 | 0 |
| More self-sufficient (less support) | 0.08 | 8.2 | 0 |
| Less self-sufficient (more support) | −0.15 | −17.7 | 0 |
| Mood status deteriorated | −0.11 | −8.3 | 0 |
| Symptoms | |||
| Problem swallowing | −0.10 | −10.1 | 0 |
| Diarrhea | −0.15 | −9.8 | 0 |
| Shortness of breath | −0.30 | −25.2 | 0 |
| Vomiting | −0.27 | −13.8 | 0 |
| Acute conditions currently affecting activities of daily living | |||
| Accident: Fall | −0.02 | −3.1 | .002 |
| Accident: Nonhip fracture | 0.14 | 9.8 | 0 |
| Accident: Hip fracture | 0.21 | 15.9 | 0 |
| Acute episode or flare-up of chronic problem | −0.17 | −16.4 | 0 |
| Infection | −0.10 | −13.7 | 0 |
| Pneumonia | −0.03 | −2.4 | .017 |
| Resident preferences | |||
| Do-not-hospitalize directive | 0.90 | 23.0 | 0 |
| Do-not-resuscitate directive | 0.13 | 17.9 | 0 |
| Discharge from nursing home planned | −0.09 | −10.4 | 0 |
| Financial implications | |||
| Current length of stay >100 straight days | 0.86 | 97.2 | 0 |
| Medicare payer | −0.11 | −14.3 | 0 |
| Medicaid payer | 0.04 | 4.0 | 0 |
| Past hospitalizations | |||
| At least one previous hospitalization | −0.54 | −18.7 | 0 |
| Log no past hospitalizations if >0 | −2.67 | −88.8 | 0 |
| Interactions | |||
| Past hospitalization × Number of days care-needs orders changed | 0.19 | 8.8 | 0 |
| Past hospitalization × More self-sufficient | −0.29 | −13.2 | 0 |
| Past hospitalization × Less self-sufficient | 0.02 | 0.7 | .502 |
| Past hospitalization × Unstable condition | 0.15 | 7.7 | 0 |
| Past hospitalization × Cancer | 0.12 | 4.3 | 0 |
| Past hospitalization × Congestive heart failure | 0.10 | 5.2 | 0 |
| Past hospitalization × Shortness of breadth | 0.16 | 5.6 | 0 |
| Constants | |||
| Intercept | 6.65 | 55.4 | 0 |
| 1999 year | −0.06 | −4.5 | 0 |
| 2000 year | −0.09 | −6.6 | 0 |
| 2001 year | −0.09 | −6.6 | 0 |
| 2002 year | −0.09 | −6.5 | 0 |
| 2003 year | −0.11 | −6.5 | 0 |
| 2004 year | −0.18 | −8.4 | 0 |
| Variance (within residents) | 1.35 | 116.4 | 0 |
| Nursing home level | |||
| Resident welfare | |||
| Total number of deficiencies (in 10 s) | −0.06 | −5.7 | 0 |
| Yearly case mix index | −0.21 | −2.5 | .014 |
| Total number of beds at home | 0.00 | 0.1 | .954 |
| FTE direct care RN staff per bed | 0.03 | 0.4 | .669 |
| Financial implications | |||
| Government-owned nursing home | −0.31 | −5.7 | 0 |
| Not-for-profit nursing home | −0.04 | −1.2 | .243 |
| Inpatient days paid for by Medicaid per resident | −0.67 | −3.2 | .002 |
| Percent Medicare patients (annual) | 0.03 | 0.9 | .389 |
| Percent Medicaid patients (annual) | 0.06 | 1.3 | .197 |
| Variance (between residents) | 0.05 | 47.10 | 0 |
Notes. Random frailty effects were included for each resident to account for correlation between repeated observations of time to hospitalization made on the same resident.