The Prediction and Influential Factors of Violence in Male Schizophrenia Patients With Machine Learning Algorithms
Bibliographic Data
| ID | 15516166 |
|---|---|
| Authors | Tao Yu (0000-0002-0496-7417, Anhui Mental Health Center), Xulai Zhang (Anhui Mental Health Center, corresponding author), Xiuyan Liu (0000-0003-3798-8588, Anhui Medical University), Chunyuan Xu (Fourth Affiliated Hospital of Anhui Medical University), Chenchen Deng (0009-0004-9904-3330, corresponding author) |
| Year | 2022 |
| Volume | 13 |
| Pages | 799899-799899 |
| Publication date | 2022-03-11 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Frontiers in Psychiatry (JOURNAL) |
| Journal identifiers | ISSN: 1664-0640 • E-ISSN: 1664-0640 |
| Publisher | Frontiers Media (PUBLISHER • CH) |
| DOI | 10.3389/fpsyt.2022.799899 |
| PMID | 35360130 |
| OpenAlex | W4220831443 |
| Language | EN |
| Citations received | 5 |
| References cited | 7 |
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
Hierarchical machine learning model integrating clinical history and nursing observations for predicting violent behavior in hospitalized schizophrenia patients
Beyond Discrimination
Application of machine learning in predicting aggressive behaviors from hospitalized patients with schizophrenia
Homicidality risk prediction based on ecological systems theory in an early adolescent cohort using machine learning
Schizophrenia, Substance Abuse, and Violent Crime
Identifying Direct Coercion in a High Risk Subgroup of Offender Patients With Schizophrenia via Machine Learning Algorithms
Strong Associations Between Childhood Victimization and Community Violence in Male Forensic Mental Health Patients
The Brief Psychiatric Rating Scale
Family and school socioeconomic disadvantage
| Unique citing works | 5 |
|---|---|
| Citations per year | 1,67 |
| Citation span | 2023 - 2026 (4) |
| Citation velocity | current |
| Highly cited | No |
| Citation types | Neutral: 5 |