Discharge prediction model variables
Predictor group | Predictor variable |
Demographics* | Age; gender; race |
Administrative | Origin of admission; prior care locations (emergency department, surgical suite, other inpatient); hospital disposition*; Primary clinical service; observation status; isolation requirement; patient safety attendant; home health services orders |
Temporal | Elapsed hospital and unit length-of-stay |
Medications | Total counts: continuous infusion (active, new, discontinued), injected, oral, inhaled medications flagged as predictors: antibiotics; anticoagulants; antihypertensives; antiarrhythmics; neuromuscular blockers; diuretics; antihyperglycemics; addiction treatment medications;* analgesics; psychotherapeutics;* steroids; vasopressors |
Interventions | Surgical intervention in preceding 24 hours; scheduled surgical intervention; tube thoracostomy; central venous access; mechanical ventilation; renal replacement therapy; plasmapheresis; blood product administration; supplemental oxygen; physical therapy; occupational therapy |
Diagnostics | Laboratory study counts: critical care, chemistry, haematology, microbiology Imaging: CT, X-ray, nuclear medicine; interventional radiology; echocardiogram |
Monitoring | Telemetry monitoring; vital sign frequency; urinary output measurements; total intake and output measurements |
Rehabilitation | Physical therapy mobility assessment; occupational therapy activity assessment; postacute rehab potential |
Consults | Addiction counselling;* case management;* cardiology; cardiac surgery; diabetes management; dietary counselling; gastroenterology; hospice; infectious diseases; intensive care; internal medicine; interventional radiology; nephrology; neurology; neurosurgery; oncology; psychiatry;* palliative care; social work;* surgery |
Diet | NPO; enteral feeding; dietary nutrition supplements; regular diet |
Clinical Flags | Pain management; substance abuse;* sepsis; cardiac arrest; acute kidney injury |
*Correlates of social and behavioural determinants of health.