Table 2 Mean gini increase from the random forest
From: Predicting outcomes within an innovative post-acute rehabilitation model for older adults
Variable | Mean Gini Increase | Dropped |
|---|---|---|
Age | 346.696 | |
Sex | 52.953 | |
Place of service | 51.300 | |
State | 424.932 | |
Chronic conditions | ||
Parkinson’s disease (PD) | 34.686 | |
Congestive heart failure (CHF) | 31.510 | |
Chronic obstructive pulmonary disease (COPD) | 25.037 | |
Cerebrovasular accident (CVA) | 35.441 | |
Diabetes mellitus | 42.755 | |
Total hip arthroplasty (THA) | 23.602 | |
Total knee arthroplasty (TKA) | 29.201 | |
Dementia | 59.046 | |
Depression | 41.987 | |
Visits | 458.771 | |
Optimal Living (OL) Resident | 14.441 | |
Current procedural terminology (CPT) billing code percentage | ||
97110 | 426.949 | |
97530 | 436.353 | |
97116 | 423.157 | |
97112 | 366.139 | |
97001 | 484.137 | |
97140 | 187.353 | |
97750 | 227.107 | |
97535 | 130.800 | |
97542 | 42.704 | |
97124 | 51.238 | |
97035 | 23.398 | |
97032 | 9.585 | Yes |
97002 | 28.437 | |
97113 | 16.674 | |
97760 | 7.566 | Yes |
97532 | 10.698 | |
95992 | 68.344 | |
97761 | 1.656 | Yes |
97537 | 2.346 | Yes |
97762 | 2.811 | Yes |
97533 | 0.911 | Yes |
97034 | 1.182 | Yes |
97012 | 0.225 | Yes |
97018 | 0.0 | Yes |
97597 | 0.0 | Yes |
97033 | 0.047 | Yes |
97602 | 0.0 | Yes |
97598 | 0.0 | Yes |
Number of treating physical therapists | 77.706 | |
Functional Outcome Measures (FOMs) | ||
Timed up and go (TUG) | 62.481 | |
Dual task TUG | 5.476 | Yes |
Gait speed | 7.620 | Yes |
Five time sit to stand | 59.018 | |
Berg balance scale | 37.144 | |
Functional reach | 33.512 | |
Six minute walk test | 28.284 | |
PSFS at evaluation | 423.061 | |
PSFS at discharge | 1687.624 | |
Change in PSFS (discharge – evaluation) | 1148.959 | |
Visits per week | 534.986 | |
Total treatment minutes | 534.074 | |
Delay in care | 313.766 | |
Admission to assignment | 170.976 | |
Assignment to examination | 298.181 | |
Units per visit | 393.090 | |
Units per episode | 484.598 | |
Cost per episode | 568.501 | |
Concurrent care visits OT | 221.423 | |
Concurrent care visits SLP | 81.872 | |
Concurrent care visits EP | 1.700 | Yes |