4.4 Article

Evaluation of a Model to Target High-risk Psychiatric Inpatients for an Intensive Postdischarge Suicide Prevention Intervention

Related references

Note: Only part of the references are listed.
Review Psychiatry

Artificial intelligence and suicide prevention: A systematic review

Alban Lejeune et al.

Summary: AI shows great potential in identifying patients at risk of suicide, with overall good performance across different algorithms and application settings. However, the precise use of these algorithms in clinical situations and the ethical issues it raises need to be clarified.

EUROPEAN PSYCHIATRY (2022)

Article Psychiatry

Comparison of traditional model-based statistical methods with machine learning for the prediction of suicide behaviour

Leandro Nicolas Grendas et al.

Summary: A comparison study between Cox regression models and Random Survival Forest (RSF) was conducted to predict suicidal behavior, and a variant of RSF (RSFElimin) showed better accuracy, sensitivity gAUC, and IBS compared to other methods.

JOURNAL OF PSYCHIATRIC RESEARCH (2022)

Article Psychiatry

Leveraging unstructured electronic medical record notes to derive population-specific suicide risk models

Maxwell Levis et al.

Summary: This study utilized natural language processing to analyze a large EMR note corpus and develop a data-driven suicide risk prediction model. The NLP-derived model demonstrated strong predictive accuracy and compared positively to other leading prediction methods.

PSYCHIATRY RESEARCH (2022)

Article Psychology, Clinical

Natural language processing of clinical mental health notes may add predictive value to existing suicide risk models

Maxwell Levis et al.

Summary: The study found that using NLP-derived variables from psychotherapy notes can provide a small but significant predictive improvement for patients with longer treatment duration, although predictive accuracy is limited due to a small sample size.

PSYCHOLOGICAL MEDICINE (2021)

Article Psychiatry

Using machine learning to predict suicide in the 30 days after discharge from psychiatric hospital in Denmark

Tammy Jiang et al.

Summary: The study aimed to investigate sex-specific risk profiles for suicide in the 30 days after discharge from psychiatric hospital using machine learning and Danish registry data. The findings suggest that a complex evaluation of multiple factors is necessary for accurate prediction of suicide during this high-risk period for both men and women. Key predictors identified included alcohol-related disorders, nicotine dependence in men, and poisoning in women.

BRITISH JOURNAL OF PSYCHIATRY (2021)

Article Public, Environmental & Occupational Health

Implementing the national suicide prevention strategy: Time for action to flatten the curve

John K. Iskander et al.

Summary: Since 1999, the Office of the United States Surgeon General has identified suicide prevention as a national public health priority, with the most recent update in 2012. Between 1999 and 2018, suicide rates in the U.S. increased by approximately one-third, making suicide the tenth leading cause of death. The COVID-19 pandemic has highlighted the need to address the full spectrum of suicidal behavior due to increases in social isolation, mental distress, and economic hardship.

PREVENTIVE MEDICINE (2021)

Article Medicine, General & Internal

Evaluation of the Recovery Engagement and Coordination for Health-Veterans Enhanced Treatment Suicide Risk Modeling Clinical Program in the Veterans Health Administration

John F. McCarthy et al.

Summary: The study aimed to evaluate the application of a suicide risk prediction algorithm in the field of Veterans Health Administration. The results showed that the implementation of the algorithm led to increased treatment engagement and new safety plan documentation, as well as reductions in mental health admissions, emergency department visits, and suicide attempts.

JAMA NETWORK OPEN (2021)

Article Psychiatry

Accuracy Requirements for Cost-effective Suicide Risk Prediction Among Primary Care Patients in the US

Eric L. Ross et al.

Summary: This economic evaluation study explores the accuracy thresholds that suicide risk prediction models must achieve in order for suicide risk reduction interventions to be cost-effective for high-risk individuals.

JAMA PSYCHIATRY (2021)

Editorial Material Medicine, General & Internal

A Population-Level Approach to Suicide Prevention

Carlos Blanco et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2021)

Article Health Care Sciences & Services

Social Determinants and Military Veterans' Suicide Ideation and Attempt: a Cross-sectional Analysis of Electronic Health Record Data

John R. Blosnich et al.

JOURNAL OF GENERAL INTERNAL MEDICINE (2020)

Article Public, Environmental & Occupational Health

Adverse social factors and all-cause mortality among male and female patients receiving care in the Veterans Health Administration

John R. Blosnich et al.

PREVENTIVE MEDICINE (2020)

Letter Psychiatry

Positive Predictive Values and Potential Success of Suicide Prediction Models

Gregory E. Simon et al.

JAMA PSYCHIATRY (2019)

Article Medicine, General & Internal

Three myths about risk thresholds for prediction models

Laure Wynants et al.

BMC MEDICINE (2019)

Article Psychology, Clinical

Predicting Imminent Suicidal Thoughts and Nonfatal Attempts: The Role of Complexity

Jessica D. Ribeiro et al.

CLINICAL PSYCHOLOGICAL SCIENCE (2019)

Review Environmental Sciences

Epidemiology of Suicide and the Psychiatric Perspective

Silke Bachmann

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2018)

Article Psychology, Clinical

Untitled

DEPRESSION AND ANXIETY (2016)

Editorial Material Psychiatry

The futility of risk prediction in psychiatry

Roger Mulder et al.

BRITISH JOURNAL OF PSYCHIATRY (2016)

Article Public, Environmental & Occupational Health

VA Suicide Prevention Applications Network: A National Health Care System-Based Suicide Event Tracking System

Claire Hoffmire et al.

PUBLIC HEALTH REPORTS (2016)

Article Health Care Sciences & Services

Health Care Contacts in the Year Before Suicide Death

Brian K. Ahmedani et al.

JOURNAL OF GENERAL INTERNAL MEDICINE (2014)

Article Psychiatry

The psychology of suicidal behaviour

Rory C. O'Connor et al.

LANCET PSYCHIATRY (2014)

Article Health Policy & Services

Suicide Within Two Weeks of Discharge From Psychiatric Inpatient Care: A Case-Control Study

Harriet Bickley et al.

PSYCHIATRIC SERVICES (2013)

Review Psychiatry

Risk factors for suicide within a year of discharge from psychiatric hospital: a systematic meta-analysis

Matthew Large et al.

AUSTRALIAN AND NEW ZEALAND JOURNAL OF PSYCHIATRY (2011)

Article Computer Science, Interdisciplinary Applications

Regularization Paths for Generalized Linear Models via Coordinate Descent

Jerome Friedman et al.

JOURNAL OF STATISTICAL SOFTWARE (2010)

Article Psychiatry

Review of predictors of suicide within 1 year of discharge from a psychiatric hospital

Talia Troister et al.

Current Psychiatry Reports (2008)

Article Biochemical Research Methods

Bias in error estimation when using cross-validation for model selection

S Varma et al.

BMC BIOINFORMATICS (2006)