From: Clinically useful prediction of hospital admissions in an older population
Variable | Beta Coefficient | ORa | 95% CI | p-value |
---|---|---|---|---|
Intercept | −5.697 | – | – | |
Categorical Variables | ||||
Male gender | −0.123 | 0.88 | (0.82–0.95) | 0.001 |
Diagnoses in hospital care | ||||
C78 Secondary malignant neoplasm of respiratory and digestive organs | 1.009 | 2.74 | (1.39–5.49) | 0.004 |
E11 Type 2 diabetes mellitus | 0.317 | 1.37 | (1.13–1.66) | 0.001 |
G40 Epilepsy | 0.840 | 2.32 | (1.36–3.95) | 0.002 |
Z93 Artificial opening status | 0.791 | 2.20 | (1.22–4.01) | 0.009 |
Diagnoses in open-clinic visits | ||||
A09 Other gastroenteritis and colitis of infectious and unspecified origin | 0.559 | 1.75 | (1.09–2.75) | 0.02 |
C79 Secondary malignant neoplasm of other and unspecified sites | 0.824 | 2.28 | (1.51–3.41) | < 0.001 |
C83 Non-follicular lymphoma | 0.986 | 2.68 | (1.33–5.37) | 0.005 |
D50 Iron deficiency anemia | 0.335 | 1.40 | (1.08–1.80) | 0.01 |
E14 Unspecified diabetes mellitus | 0.160 | 1.17 | (1.03–1.34) | 0.02 |
F10 Mental and behavioural disorder due to use of alcohol | 0.917 | 2.50 | (1.52–4.09) | < 0.001 |
G20 Parkinson’s diseasae | 0.548 | 1.73 | (1.25–2.38) | < 0.001 |
I20 Angina pectoris | 0.221 | 1.25 | (1.04–1.49) | 0.01 |
I25 Chronic ischaemic heart disease | 0.128 | 1.14 | (1.01–1.27) | 0.03 |
I48 Atrial fibrillation and flutter | 0.183 | 1.20 | (1.08–1.34) | < 0.001 |
I50 Heart failure | 0.276 | 1.32 | (1.15–1.51) | < 0.001 |
I73 Other peripheral vascular disease | 0.366 | 1.44 | (1.08–1.90) | 0.01 |
J44 Chronic obstructive pulmonary disease | 0.520 | 1.68 | (1.44–1.97) | < 0.001 |
J84 Other interstitial pulmonary disease | 0.642 | 1.90 | (1.11–3.20) | 0.02 |
K50 Crohn disease | 1.013 | 2.75 | (1.41–5.29) | 0.003 |
K56 Paralytic ileus and intestinal obstruction without hernia | 0.727 | 2.07 | (1.13–3.77) | 0.02 |
M05 Rheumatoid arthritis | 0.501 | 1.65 | (1.17–2.31) | 0.004 |
N08 Glomerular disorders | 1.176 | 3.24 | (1.26–8.51) | 0.01 |
N18 Chronic kidney disease | 0.422 | 1.53 | (1.20–1.93) | < 0.001 |
R07 Pain in throat and chest | 0.213 | 1.24 | (1.05–1.46) | 0.01 |
R10 Abdominal and pelvic pain | 0.234 | 1.26 | (1.07–1.48) | 0.005 |
R41 Symptoms and signs involving cognitive function | 0.359 | 1.43 | (1.14–1.79) | 0.002 |
R42 Dizziness and giddiness | 0.245 | 1.28 | (1.10–1.49) | 0.002 |
R55 Syncope and collapse | 0.384 | 1.47 | (1.11–1.93) | 0.006 |
R60 Oedema | 0.376 | 1.46 | (1.22–1.73) | < 0.001 |
S00 Superficial injury of head | 0.476 | 1.61 | (1.19–2.18) | 0.002 |
S30 Superficial injury of abdomen, lower back and pelvis | 0.709 | 2.03 | (1.17–3.53) | 0.01 |
X50 Overexertion and strenuous or repetitive movements | 0.780 | 2.18 | (1.16–4.04) | 0.01 |
Continuous Variables | ||||
Age | 0.047 | 1.05 | (1.04–1.05) | < 0.001 |
Non-physician visits | 0.009 | 1.01 | (1.01–1.01) | < 0.001 |
Physician visits | 0.019 | 1.02 | (1.01–1.03) | < 0.001 |
Previous in-ward hospital stays | 0.099 | 1.10 | (1.05–1.16) | < 0.001 |
Emergency room (ER) visits | 0.123 | 1.13 | (1.08–1.18) | < 0.001 |