Facial expression analysis and machine learning for objective assessment of alcohol craving in alcohol use disorder: a study protocol

Developing an objective system for evaluating alcohol craving has the potential to enhance routine screening, differential diagnosis, and treatment monitoring in alcohol use disorder. Furthermore, integrating facial expression analysis with machine learning may enable the development of reliable craving assessment tools and treatment response prediction models. Such approaches could provide clinicians with evidence-based guidance for psychological and psychosocial interventions, ultimately reducing relapse rates among individuals with alcohol use disorder.

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Publication Details

Journal
Frontiers in Psychiatry
Published
2025-11-11
DOI
https://doi.org/10.3389/fpsyt.2025.1693193
Primary Topic
Substance Abuse Treatment and Outcomes
Type
article
Field-Weighted Citation Impact
0.00

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article

Facial expression analysis and machine learning for objective assessment of alcohol craving in alcohol use disorder: a study protocol

Xue Bai, Zonghan He, GY Zuo, Yuting Song et al.
Frontiers in Psychiatry
Substance Abuse Treatment and Outcomes
article

Facial expression analysis and machine learning for objective assessment of alcohol craving in alcohol use disorder: a study protocol

Xue Bai, Zonghan He, GY Zuo, Yuting Song, Lanci Liu, Haoyu Zhao, Wenhui Li, Dan Wang, Shilin Wang, Chuansheng Wang, H. H. Su
article en

Abstract

Developing an objective system for evaluating alcohol craving has the potential to enhance routine screening, differential diagnosis, and treatment monitoring in alcohol use disorder. Furthermore, integrating facial expression analysis with machine learning may enable the development of reliable craving assessment tools and treatment response prediction models. Such approaches could provide clinicians with evidence-based guidance for psychological and psychosocial interventions, ultimately reducing relapse rates among individuals with alcohol use disorder.

Frontiers in PsychiatryVol. 16
Henan Psychiatric Hospital (CN), Henan Medical University (CN)
Xinxiang Medical University
Openalex Percentile: Top 55%
Substance Abuse Treatment and Outcomes
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