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The Prediction and Influential Factors of Violence in Male Schizophrenia Patients With Machine Learning Algorithms

Dados Bibliográficos

ID15516166
AutoresTao Yu (0000-0002-0496-7417, Anhui Mental Health Center), Xulai Zhang (Anhui Mental Health Center, autor correspondente), Xiuyan Liu (0000-0003-3798-8588, Anhui Medical University), Chunyuan Xu (Fourth Affiliated Hospital of Anhui Medical University), Chenchen Deng (0009-0004-9904-3330, autor correspondente)
Ano2022
Volume13
Páginas799899-799899
Data de publicação2022-03-11
Peer ReviewedSim
Open AccessSim
TipoARTICLE
PeriódicoFrontiers in Psychiatry (JOURNAL)
Identificadores do periódicoISSN: 1664-0640 • E-ISSN: 1664-0640
EditoraFrontiers Media (PUBLISHER • CH)
DOI10.3389/fpsyt.2022.799899
PMID35360130
OpenAlexW4220831443
IdiomaEN
Citações recebidas5
Referências citadas7

ML algorithms are useful in early identifying male schizophrenia patients with violence and helping clinicians take preventive measures

Algorithm · Lasso (programming language · Logistic regression · Machine learning · Predictive modelling · Psychiatry · Receiver operating characteristic · Schedule · Schizophrenia (object-oriented programming · Clinical Psychology · Computer Science · Criminal Justice and Corrections Analysis · Medicine · Personality Disorders and Psychopathology · Psychology · Psychopathy, Forensic Psychiatry, Sexual Offending · Artificial Intelligence

  • Distinctive and common risk factors contributing to violent offending in patients with schizophrenia compared to people without a mental illness

    Open Access•Yan Gu, Yong He et al.•International Journal of Law and…•2026

  • Hierarchical machine learning model integrating clinical history and nursing observations for predicting violent behavior in hospitalized schizophrenia patients

    Open Access•Xianfeng Meng, Liang Wang et al.•Frontiers in Psychiatry•2025

  • Beyond Discrimination

    Open Access•Leda Tortora•Frontiers in Psychiatry•2024

  • Application of machine learning in predicting aggressive behaviors from hospitalized patients with schizophrenia

    Open Access•Nuo Cheng, Meihao Guo et al.•Frontiers in Psychiatry•2023

  • Homicidality risk prediction based on ecological systems theory in an early adolescent cohort using machine learning

    Open Access•Min Li, Ting Tang et al.•Journal of Criminal Justice•2024

  • Schizophrenia, Substance Abuse, and Violent Crime

    Seena Fazel•JAMA•2009

  • Identifying Direct Coercion in a High Risk Subgroup of Offender Patients With Schizophrenia via Machine Learning Algorithms

    Open Access•Moritz Philipp Günther, Johannes Kirchebner et al.•Frontiers in Psychiatry•2020

  • Strong Associations Between Childhood Victimization and Community Violence in Male Forensic Mental Health Patients

    Open Access•Roar Fosse, Gunnar Eidhammer et al.•Frontiers in Psychiatry•2021

  • The Brief Psychiatric Rating Scale

    Open Access•John E Overall, Donald R Gorham•Psychological Reports•1962

  • Family and school socioeconomic disadvantage

    Open Access•Aubrey L Spriggs, Carolyn T Halpern et al.•Social Science & Medicine•2009

Obras citantes distintas5
Citações por ano1,67
Intervalo de citações2023 - 2026 (4)
Velocidade de citaçãocurrent
Altamente citadoNão
Tipos de citaçãoNeutras: 5
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