AIMC Topic: Protective Factors

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Investigating Protective and Risk Factors and Predictive Insights for Aboriginal Perinatal Mental Health: Explainable Artificial Intelligence Approach.

Journal of medical Internet research Apr 30, 2025
BACKGROUND: Perinatal depression and anxiety significantly impact maternal and infant health, potentially leading to severe outcomes like preterm birth and suicide. Aboriginal women, despite their resilience, face elevated risks due to the long-term ...
Humans Adult Mental Health Mothers Western Australia Protective Factors Artificial Intelligence Pregnancy Female Risk Factors
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Predicting bullying victimization among adolescents using the risk and protective factor framework: a large-scale machine learning approach.

BMC public health Jan 25, 2025
BACKGROUND: Bullying, encompassing physical, psychological, social, or educational harm, affects approximately 1 in 20 United States teens aged 12-18. The prevalence and impact of bullying, including online bullying, necessitate a deeper understandin...
Humans Machine Learning Female Risk Factors Male Child Students Utah Surveys and Questionnaires Bullying Adolescent Protective Factors Crime Victims
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Standardized evaluation of diabetic retinopathy using artificial intelligence and its association with metabolic dysfunction-associated steatotic liver disease in Japan: A cross-sectional study.

PloS one Dec 17, 2024
Metabolic dysfunction-associated steatotic liver disease (MASLD) is common in patients with obesity and diabetes and can lead to serious complications. This study aimed to evaluate fundus photographs using artificial intelligence to explore the relat...
Protective Factors Cholinesterases Middle Aged Severity of Illness Index Female Liver Cirrhosis Risk Factors Glycated Hemoglobin Sensitivity and Specificity Fundus Oculi Cross-Sectional Studies Non-alcoholic Fatty Liver Disease Male Japan Humans Image Interpretation, Computer-Assisted Diabetic Retinopathy Photography Artificial Intelligence Software
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Use of machine learning to identify protective factors for death from COVID-19 in the ICU: a retrospective study.

PeerJ Jun 12, 2024
BACKGROUND: Patients in serious condition due to COVID-19 often require special care in intensive care units (ICUs). This disease has affected over 758 million people and resulted in 6.8 million deaths worldwide. Additionally, the progression of the ...
Protective Factors SARS-CoV-2 Risk Factors Aged Adult Male Middle Aged Brazil Length of Stay Patient Discharge COVID-19 Prognosis Retrospective Studies Humans Intensive Care Units Machine Learning Female
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A machine-learning approach to model risk and protective factors of vulnerability to depression.

Journal of psychiatric research May 11, 2024
There are multiple risk and protective factors for depression. The association between these factors with vulnerability to depression is unclear. Such knowledge is an important insight into assessing risk for developing depression for precision inter...
Risk Factors Young Adult Adult Male Depression Humans Machine Learning Female Protective Factors Resilience, Psychological Adolescent Stress, Psychological Loneliness
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What researchers on ageing should know about multimorbidity, geroprotectors and artificial intelligence.

Mechanisms of ageing and development Feb 9, 2021
Humans Artificial Intelligence Protective Agents Aged Biomedical Research Multiple Chronic Conditions Aging Systems Analysis Causality Protective Factors
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Association Between Coffee Intake and Incident Heart Failure Risk: A Machine Learning Analysis of the FHS, the ARIC Study, and the CHS.

Circulation. Heart failure Feb 9, 2021
BACKGROUND: Coronary heart disease, heart failure (HF), and stroke are complex diseases with multiple phenotypes. While many risk factors for these diseases are well known, investigation of as-yet unidentified risk factors may improve risk assessment...
Stroke Heart Failure Heart Disease Risk Factors Milk Coffee Male Proportional Hazards Models Cardiovascular Diseases Coronary Disease Humans Middle Aged Machine Learning Red Meat Protective Factors Female Aged Animals Diet Incidence
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The utility of artificial intelligence in suicide risk prediction and the management of suicidal behaviors.

The Australian and New Zealand journal of psychiatry Jul 26, 2019
OBJECTIVE: Suicide is a growing public health concern with a global prevalence of approximately 800,000 deaths per year. The current process of evaluating suicide risk is highly subjective, which can limit the efficacy and accuracy of prediction effo...
Risk Factors Suicide Prevention Protective Factors Humans Artificial Intelligence
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Enhancing the prediction of acute kidney injury risk after percutaneous coronary intervention using machine learning techniques: A retrospective cohort study.

PLoS medicine Nov 27, 2018
BACKGROUND: The current acute kidney injury (AKI) risk prediction model for patients undergoing percutaneous coronary intervention (PCI) from the American College of Cardiology (ACC) National Cardiovascular Data Registry (NCDR) employed regression te...
Data Mining Protective Factors Risk Factors Risk Assessment Humans Acute Kidney Injury Aged Machine Learning Time Factors Clinical Decision-Making Male Decision Support Techniques Treatment Outcome Middle Aged Female Retrospective Studies Registries Reproducibility of Results Percutaneous Coronary Intervention
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Dissecting the Predictors of Cyber-Aggression Through an Explainable Machine Learning Model.

Aggressive behavior Jan 1, 2025
The general aggression model (GAM) suggests that cyber-aggression stems from individual characteristics and situational contexts. Previous studies have focused on limited factors using linear models, leading to oversimplified predictions. This study ...
Anger Aggression Protective Factors Cyberbullying Adolescent Humans Motivation Machine Learning Morals Female Attitude Risk Factors Young Adult Adult Male Students China
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