Table 8 Variable importance 3 years all-cause mortality
Feature | Description feature | N | Univariate | Random forest | Elastic net | Logistic regression |
|---|---|---|---|---|---|---|
OR* | (MSE†) | (coefficients) | (predictor) | |||
dbc_2014_099899068 | > 5 nursing days acuut CHF | 753 | 3.4 | 0,00,036 | 0.62778 | 0.82270 |
Age | Age | 25,776 | 1.1 | 0,00,501 | ||
Geslacht | Sexe | 25,776 | 1.2 | 0,00,222 | ||
zrg_2014_500112003 | Visit GP > 20 min | 5932 | 1.4 | 0,00,151 | ||
RRPDD_Loop | PDD Loop | 14,166 | 1.0 | 0,00,065 | ||
DRG_2012_KGER | Clinical geriatrics | 1225 | 3.2 | 0,00,064 | ||
ATC_2014_A03FA01 | Metoclopramide | 1059 | 2.4 | 0,00,062 | ||
DRG_2014_C30_C39 | Malignant neoplasm intrathoracic | 552 | 3.0 | 0,00,060 | ||
oms_burg_staat2 | Marital status | 25,776 | 0.7 | 0,00,044 | ||
DRG_2014_C00_C98 | Malignant neoplasms—other | 584 | 2.1 | 0,00,035 | ||
dbc_2014_100501025 | > 5 nursings days COPD | 377 | 5.5 | 0.60695 | 0.92830 | |
DRG_2014_C30_C39 | Malignant neoplasm intrathoracic | 552 | 3.0 | 0.71789 | 0.88990 | |
DRG_2014_C00_C98 | Malignant neoplasms—other | 584 | 2.1 | 0.64685 | 0.71970 | |
DRG_2014_M16 | Osteoarthritis hip | 320 | 0.6 | 0.58461 | − 0.62770 | |
ATC3_2014_V03 | Other therepeutic devices | 475 | 3.6 | 0.49412 | 0.61010 | |
ATC_2014_R03DC03 | Montelukast | 253 | 0.8 | 0.72986 | − 0.90920 | |
ATC_2012_N05AD01 | HALOPERIDOL | 363 | 3.8 | 0.71630 | 0.72350 | |
DRG_2014_J80_J84 | Interstitial lung disease | 298 | 1.9 | 0.73885 | 0.72180 | |
ATC3_2014_L01 | Oncolytica | 415 | 1.9 | 0.52782 | ||
ATC_2014_B03XA02 | Darbepoetine alfa | 356 | 4.9 | 0.62320 |