Modifiable Risk Factors for Inpatient Violence in Psychiatric Hospital: Prospective Study and Prediction Model
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Background: Violence perpetrated by psychiatric inpatients is associated with modifiable factors. Current structured approaches to assess inpatient violence risk lack predictive validity and linkage to interventions.
Methods: Adult psychiatric inpatients on forensic and general wards in three psychiatric hospitals were recruited and followed up prospectively for 6 months. Information on modifiable (dynamic) risk factors were collected every 1-4 weeks, and baseline background factors. Data were transferred to a web-based monitoring system (FOxWeb) to calculate a total dynamic risk score. Outcomes were extracted from an incident-reporting system recording aggression and interpersonal violence. The association between total dynamic score and violent incidents was assessed by multilevel logistic regression and compared with dynamic score excluded.
Results: We recruited 89 patients and conducted 624 separate assessments (median 5/patient). Mean age was 39 (s.d. 12.5) years with 20% ( = 18) female. Common diagnoses were schizophrenia-spectrum disorders (70%, = 62) and personality disorders (20%, = 18). There were 93 violent incidents. Factors contributing to violence risk were a total dynamic score of ⩾1 (OR 3.39, 95% CI 1.25-9.20), 10-year increase in age (OR 0.67, 0.47-0.96), and female sex (OR 2.78, 1.04-7.40). Non-significant associations with schizophrenia-spectrum disorder were found (OR 0.50, 0.20-1.21). In a fixed-effect model using all covariates, AUC was 0.77 (0.72-0.82) and 0.75 (0.70-0.80) when the dynamic score was excluded.
Conclusions: In predicting violence risk in individuals with psychiatric disorders, modifiable factors added little incremental value beyond static ones in a psychiatric inpatient setting. Future work should make a clear distinction between risk factors that assist in prediction and those linked to needs.
Velasquez V, Chang J, Waddell A BMC Psychiatry. 2024; 24(1):742.
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Foye U, Wilson K, Jepps J, Blease J, Thomas E, McAnuff L BMC Health Serv Res. 2024; 24(1):681.
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Hu Y, Hung J, Hu L, Huang S, Shen C PLoS One. 2023; 18(6):e0286347.
PMID: 37285344 PMC: 10246850. DOI: 10.1371/journal.pone.0286347.
Beaudry G, Canal-Rivero M, Ou J, Matharu J, Fazel S, Yu R Front Psychiatry. 2022; 13:871213.
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Forsman J, Cornish R, Fazel S Nord J Psychiatry. 2022; 77(3):240-246.
PMID: 35697296 PMC: 10108825. DOI: 10.1080/08039488.2022.2084158.