From: Predicting hospitalization following psychiatric crisis care using machine learning
Sociodemographics | SPI items | Psychiatric care |
---|---|---|
Gender (cat) | Suicide risk (cat) | Patients’ informal social support system involved (cat) |
Age (num) | Danger to others (cat) | Patient referrer (cat) |
Living situation (cat) | Severity of psychiatric symptoms (cat) | Number of previous face-to-face treatment contacts up to 2Â weeks/1Â month/3Â months/6Â months/12Â months before the index crisis care contact (num) |
Marital status (cat) | Problems with self-care (cat) | Number of previous psychiatric hospitalizations (last 12Â months and last 5Â years) (num) |
Cultural background (cat) | Substance misuse (cat) | Number of previous psychiatric day care treatments (last 12Â months and last 5Â years) (num) |
Psychiatric diagnosis (cat) | Medical condition(s) (cat) | Number of involuntary treatments/hospitalizations (last 12Â months and last 5Â years) (num) |
Global Assessment of Functioning (GAF) score (num) | Disturbances in patients’ family connectedness (cat) | Days of psychiatric hospitalization (last 12 months) (num) |
 | Professional functioning (cat) | Any earlier psychiatric care referrals (> 1 year and > 5 years before current contact) (num) |
 | Stability of patients’ living situation (cat) |  |
 | Patient is motivated to receive treatment (cat) |  |
 | Prescription medication compliance (cat) |  |
 | Anosognosia (cat) |  |
 | Patients’ family involvement in informal care (cat) |  |
 | Symptom persistence (cat) |  |