Mental Health Support and Crisis Detection for Veterans Using Opioids: Evaluating Predictive Modeling and Peer Support Through a Mobile App

Veterans with Post-Traumatic Stress Disorder (PTSD) face heightened risks of opioid misuse due to the interplay between chronic pain management and psychological distress. The combination of PTSD and opioid use disorder (OUD) creates a complex clinical challenge, contributing to increased rates of overdose, suicide, and healthcare burden. Traditional interventions often fall short due to barriers such as stigma and fragmented treatment approaches. Peer support programs have emerged as a promising intervention strategy, leveraging lived experiences to improve engagement and adherence to treatment. This study evaluates the integration of predictive modeling techniques and peer mentorship through the BattlePeer mobile application, designed to support veterans with PTSD. We apply machine learning algorithms and rule-mining techniques to detect early indicators of mental health crises among veterans who use opioids. Our results suggest that a hybrid approach combining machine learning-based crisis detection with structured peer support can optimize mental health outcomes for veterans with PTSD and OUD.

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Journal
Proceedings of the ... International ISCRAM Conference
Published
2025-05-16
DOI
https://doi.org/10.59297/7v638x92
Primary Topic
Disaster Response and Management
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article
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article

Mental Health Support and Crisis Detection for Veterans Using Opioids: Evaluating Predictive Modeling and Peer Support Through a Mobile App

Praveen Madiraju, Otis Winstead, Temitayo Rebecca Okusanya, Natalie Baker et al.
Proceedings of the ... International ISCRAM Conference
Disaster Response and Management
article

Mental Health Support and Crisis Detection for Veterans Using Opioids: Evaluating Predictive Modeling and Peer Support Through a Mobile App

Praveen Madiraju, Otis Winstead, Temitayo Rebecca Okusanya, Natalie Baker, Zeno Franco, Md Romael Haque, Sabirat Rubya, Robert H. Curry, Zahra Bayat, Maliha Mahajebin
article en

Abstract

Veterans with Post-Traumatic Stress Disorder (PTSD) face heightened risks of opioid misuse due to the interplay between chronic pain management and psychological distress. The combination of PTSD and opioid use disorder (OUD) creates a complex clinical challenge, contributing to increased rates of overdose, suicide, and healthcare burden. Traditional interventions often fall short due to barriers such as stigma and fragmented treatment approaches. Peer support programs have emerged as a promising intervention strategy, leveraging lived experiences to improve engagement and adherence to treatment. This study evaluates the integration of predictive modeling techniques and peer mentorship through the BattlePeer mobile application, designed to support veterans with PTSD. We apply machine learning algorithms and rule-mining techniques to detect early indicators of mental health crises among veterans who use opioids. Our results suggest that a hybrid approach combining machine learning-based crisis detection with structured peer support can optimize mental health outcomes for veterans with PTSD and OUD.

Proceedings of the ... International ISCRAM Conference
Marquette University (US), Medical College of Wisconsin (US), Purdue University Fort Wayne (US), Milwaukee Area Technical College (US)
Openalex Percentile: Top 54%
Disaster Response and Management
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Mental Health Support and Crisis Detection for Veterans Using Opioids: Evaluating Predictive Modeling and Peer Support Through a Mobile App — Praveen Madiraju, Otis Winstead, et al. · Proceedings of the ... International ISCRAM Conference (2025) | TGRS Research Map | TGRS