ArticleInternational journal of environmental research and public health2020
Exploring Similarities and Differences of Non-European Migrants among Forensic Patients with Schizophrenia.
Article in International journal of environmental research and public health, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Machine learning applications in studying mental health among immigrants and racial and ethnic minorities: an exploratory scoping review.BMC medical informatics and decision making · 2024Article
- Exploring Characteristics of Homicide Offenders With Schizophrenia Spectrum Disorders Via Machine Learning.International journal of offender therapy and comparative criminology · 2024Article
- Offenders and non-offenders with schizophrenia spectrum disorders: Do they really differ in known risk factors for aggression?Frontiers in psychiatry · 2023Article
- High Risk, High Dose?-Pharmacotherapeutic Prescription Patterns of Offender and Non-Offender Patients with Schizophrenia Spectrum Disorder.Biomedicines · 2022Article
- Model Building in Forensic Psychiatry: A Machine Learning Approach to Screening Offender Patients with SSD.Diagnostics (Basel, Switzerland) · 2022Article
- Maintaining social capital in offenders with schizophrenia spectrum disorder-An explorative analysis of influential factors.Frontiers in psychiatry · 2022Article
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Authors and funding
5 authors.
Funding
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Abstract
Migrants diagnosed with schizophrenia are overrepresented in forensic-psychiatric clinics. A comprehensive characterization of this offender subgroup remains to be conducted. The present exploratory study aims at closing this research gap. In a sample of 370 inpatients with schizophrenia spectrum disorders who were detained in a Swiss forensic-psychiatric clinic, 653 different variables were analyzed to identify possible differences between native Europeans and non-European migrants. The exploratory data analysis was conducted by means of supervised machine learning. In order to minimize the multiple testing problem, the detected group differences were cross-validated by applying six different machine learning algorithms on the data set. Subsequently, the variables identified as most influential were used for machine learning algorithm building and evaluation. The combination of two childhood-related factors and three therapy-related factors allowed to differentiate native Europeans and non-European migrants with an accuracy of 74.5% and a predictive power of AUC = 0.75 (area under the curve). The AUC could not be enhanced by any of the investigated criminal history factors or psychiatric history factors. Overall, it was found that the migrant subgroup was quite similar to the rest of offender patients with schizophrenia, which may help to reduce the stigmatization of migrants in forensic-psychiatric clinics. Some of the predictor variables identified may serve as starting points for studies aimed at developing crime prevention approaches in the community setting and risk management strategies tailored to subgroups of offenders with schizophrenia.
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