Match tier
Listed
Presence
Current · Arkansas
Last published
2026
Sources
OpenAlex · ORCID
Refreshed
2026-08-08
Biography and Research Information
OverviewAI-generated summary
Allen M. Smith's research focuses on the complex factors influencing opioid use and overdose, particularly within the context of prescription drug monitoring programs and medical cannabis use. His work investigates the relationship between initial opioid prescription characteristics and long-term use among opioid-naïve patients, as well as the temporal associations between controlled substance acquisition, medication depletion, and fatal or non-fatal opioid overdoses. Smith also explores the development of predictive algorithms for substance use disorders, including cannabis use disorder and stimulant use disorder, utilizing claims data and feature selection workflows. He has published studies examining the role of early chiropractic care and physical therapy in mitigating subsequent opioid use for low back pain. His scholarship metrics include an h-index of 2 with 10 publications and 21 citations.
Metrics
- h-index: 2
- Publications: 10
- Citations: 21
Selected Publications
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MSR157 COMPARISON OF SAMPLING STRATEGIES TO ADDRESS SEVERE DATA IMBALANCE AND COMPUTATIONAL BENCHMARKING FOR TIME-TO-EVENT PREDICTIVE MODEL DEVELOPMENT ACROSS LOCAL AND HIGH-PERFORMANCE COMPUTING ENVIRONMENTS: PREDICTION OF ALCOHOL USE DISORDER AND OPIOID USE DISORDER AMONG ARKANSAS MEDICAL MARIJUANA CARDHOLDERS (2026)
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MSR68 Development of a Discrete-Time-Updating Algorithm to Predict Cannabis Use Disorder Among Arkansas Medical Marijuana Cardholders (2025)
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MSR2 Developing a Feature Selection Workflow for Variable-Rich Data: A Case Study Utilizing Claims Data to Build Classifiers for the Prediction of Opioid Use Disorder Among Persons Authorized to Purchase Medical Cannabis (2025)
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MSR34 Development of a Novel Approach to Improve Binary Classification Prediction Tasks When Encountering Time-To-Event Data: Performance Comparison of Three Alternative Approaches To Predict Stimulant Use Disorder Among Persons Authorized To Purchase Medical Marijuana (2025)
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Empty bottles, rising risks: A case-crossover study on psychotherapeutic medication depletion and suicide triggers (2025)
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An updated view on the influence of initial opioid prescription characteristics on long-term opioid use among opioid naïve patients (2024)
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The role of prescribed controlled substance acquisition as potential triggers of opioid overdose: A case-crossover study (2024)
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Associations Between Early Chiropractic Care and Physical Therapy on Subsequent Opioid Use Among Persons With Low Back Pain in Arkansas (2022)
Collaboration Network
Top Collaborators
Bradley C. Martin
University of Arkansas for Medical Sciences
7 shared publications
In database
- Associations Between Early Chiropractic Care and Physical Therapy on Subsequent Opioid Use Among Persons With Low Back Pain in Arkansas
- An updated view on the influence of initial opioid prescription characteristics on long-term opioid use among opioid naïve patients
- The role of prescribed controlled substance acquisition as potential triggers of opioid overdose: A case-crossover study
- Empty bottles, rising risks: A case-crossover study on psychotherapeutic medication depletion and suicide triggers
- MSR34 Development of a Novel Approach to Improve Binary Classification Prediction Tasks When Encountering Time-To-Event Data: Performance Comparison of Three Alternative Approaches To Predict Stimulant Use Disorder Among Persons Authorized To Purchase Medical Marijuana
Showing 5 of 7 shared publications
Horacio Gómez-Acevedo
University of Arkansas for Medical Sciences
3 shared publications
In database
- MSR34 Development of a Novel Approach to Improve Binary Classification Prediction Tasks When Encountering Time-To-Event Data: Performance Comparison of Three Alternative Approaches To Predict Stimulant Use Disorder Among Persons Authorized To Purchase Medical Marijuana
- MSR2 Developing a Feature Selection Workflow for Variable-Rich Data: A Case Study Utilizing Claims Data to Build Classifiers for the Prediction of Opioid Use Disorder Among Persons Authorized to Purchase Medical Cannabis
- MSR68 Development of a Discrete-Time-Updating Algorithm to Predict Cannabis Use Disorder Among Arkansas Medical Marijuana Cardholders
Corey J. Hayes
University of Arkansas for Medical Sciences
3 shared publications
In database
- MSR34 Development of a Novel Approach to Improve Binary Classification Prediction Tasks When Encountering Time-To-Event Data: Performance Comparison of Three Alternative Approaches To Predict Stimulant Use Disorder Among Persons Authorized To Purchase Medical Marijuana
- MSR2 Developing a Feature Selection Workflow for Variable-Rich Data: A Case Study Utilizing Claims Data to Build Classifiers for the Prediction of Opioid Use Disorder Among Persons Authorized to Purchase Medical Cannabis
- MSR68 Development of a Discrete-Time-Updating Algorithm to Predict Cannabis Use Disorder Among Arkansas Medical Marijuana Cardholders
Melody Greer
University of Arkansas for Medical Sciences
3 shared publications
In database
- MSR34 Development of a Novel Approach to Improve Binary Classification Prediction Tasks When Encountering Time-To-Event Data: Performance Comparison of Three Alternative Approaches To Predict Stimulant Use Disorder Among Persons Authorized To Purchase Medical Marijuana
- MSR2 Developing a Feature Selection Workflow for Variable-Rich Data: A Case Study Utilizing Claims Data to Build Classifiers for the Prediction of Opioid Use Disorder Among Persons Authorized to Purchase Medical Cannabis
- MSR68 Development of a Discrete-Time-Updating Algorithm to Predict Cannabis Use Disorder Among Arkansas Medical Marijuana Cardholders
Austin Porter
University of Arkansas for Medical Sciences
2 shared publications
In database
- The role of prescribed controlled substance acquisition as potential triggers of opioid overdose: A case-crossover study
- Empty bottles, rising risks: A case-crossover study on psychotherapeutic medication depletion and suicide triggers
Mahip Acharya
University of Arkansas for Medical Sciences
1 shared publication
In database
- Associations Between Early Chiropractic Care and Physical Therapy on Subsequent Opioid Use Among Persons With Low Back Pain in Arkansas
Divyan Chopra
University of Arkansas for Medical Sciences (US)
1 shared publication
- Associations Between Early Chiropractic Care and Physical Therapy on Subsequent Opioid Use Among Persons With Low Back Pain in Arkansas
Julie M. Fritz
University of Utah (US)
1 shared publication
- Associations Between Early Chiropractic Care and Physical Therapy on Subsequent Opioid Use Among Persons With Low Back Pain in Arkansas
Peng Cheng
University of Arkansas for Medical Sciences (US)
1 shared publication
- The role of prescribed controlled substance acquisition as potential triggers of opioid overdose: A case-crossover study
Anuj Shah
AstraZeneca (France) (FR)
1 shared publication
- An updated view on the influence of initial opioid prescription characteristics on long-term opioid use among opioid naïve patients
Srinivasa Gokarakonda
University of Arkansas for Medical Sciences
1 shared publication
In database
- Empty bottles, rising risks: A case-crossover study on psychotherapeutic medication depletion and suicide triggers
Michael P. Wilson
University of Arkansas for Medical Sciences
1 shared publication
In database
- Empty bottles, rising risks: A case-crossover study on psychotherapeutic medication depletion and suicide triggers
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