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Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders
Oxford Mental Illness and Violence (OxMIV) addresses the need in mental health services for a scalable, transparent and valid tool to predict violent behaviour in patients with severe mental illness. However, external validations are lacking. Therefore, we have used a Dutch sample of general psychia...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8748785/ https://www.ncbi.nlm.nih.gov/pubmed/35013451 http://dx.doi.org/10.1038/s41598-021-04266-9 |
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author | Lamsma, Jelle Yu, Rongqin Fazel, Seena |
author_facet | Lamsma, Jelle Yu, Rongqin Fazel, Seena |
author_sort | Lamsma, Jelle |
collection | PubMed |
description | Oxford Mental Illness and Violence (OxMIV) addresses the need in mental health services for a scalable, transparent and valid tool to predict violent behaviour in patients with severe mental illness. However, external validations are lacking. Therefore, we have used a Dutch sample of general psychiatric patients with schizophrenia spectrum disorders (N = 637) to evaluate the performance of OxMIV in predicting interpersonal violence over 3 years. The predictors and outcome were measured with standardized instruments and multiple sources of information. Patients were mostly male (n = 493, 77%) and, on average, 27 (SD = 7) years old. The outcome rate was 9% (n = 59). Discrimination, as measured by the area under the curve, was moderate at 0.67 (95% confidence interval 0.61–0.73). Calibration-in-the-large was adequate, with a ratio between predicted and observed events of 1.2 and a Brier score of 0.09. At the individual level, risks were systematically underestimated in the original model, which was remedied by recalibrating the intercept and slope of the model. Probability scores generated by the recalibrated model can be used as an adjunct to clinical decision-making in Dutch mental health services. |
format | Online Article Text |
id | pubmed-8748785 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-87487852022-01-11 Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders Lamsma, Jelle Yu, Rongqin Fazel, Seena Sci Rep Article Oxford Mental Illness and Violence (OxMIV) addresses the need in mental health services for a scalable, transparent and valid tool to predict violent behaviour in patients with severe mental illness. However, external validations are lacking. Therefore, we have used a Dutch sample of general psychiatric patients with schizophrenia spectrum disorders (N = 637) to evaluate the performance of OxMIV in predicting interpersonal violence over 3 years. The predictors and outcome were measured with standardized instruments and multiple sources of information. Patients were mostly male (n = 493, 77%) and, on average, 27 (SD = 7) years old. The outcome rate was 9% (n = 59). Discrimination, as measured by the area under the curve, was moderate at 0.67 (95% confidence interval 0.61–0.73). Calibration-in-the-large was adequate, with a ratio between predicted and observed events of 1.2 and a Brier score of 0.09. At the individual level, risks were systematically underestimated in the original model, which was remedied by recalibrating the intercept and slope of the model. Probability scores generated by the recalibrated model can be used as an adjunct to clinical decision-making in Dutch mental health services. Nature Publishing Group UK 2022-01-10 /pmc/articles/PMC8748785/ /pubmed/35013451 http://dx.doi.org/10.1038/s41598-021-04266-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Lamsma, Jelle Yu, Rongqin Fazel, Seena Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders |
title | Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders |
title_full | Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders |
title_fullStr | Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders |
title_full_unstemmed | Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders |
title_short | Validation and recalibration of OxMIV in predicting violent behaviour in patients with schizophrenia spectrum disorders |
title_sort | validation and recalibration of oxmiv in predicting violent behaviour in patients with schizophrenia spectrum disorders |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8748785/ https://www.ncbi.nlm.nih.gov/pubmed/35013451 http://dx.doi.org/10.1038/s41598-021-04266-9 |
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