Remote sensing of alcohol consumption using machine learning speckle pattern analysis

Our binary classification model C can successfully distinguish between pre- and post-alcohol consumption with high sensitivity and accuracy. This performance is particularly valuable for clinical and forensic applications, where minimizing false negatives is crucial.

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Publication Details

Journal
Journal of Biomedical Optics
Published
2025-03-04
DOI
https://doi.org/10.1117/1.jbo.30.3.037001
Citations
1
Primary Topic
Spectroscopy and Chemometric Analyses
Type
article
Field-Weighted Citation Impact
0.75
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article

Remote sensing of alcohol consumption using machine learning speckle pattern analysis

Marianna Beiderman, Nisan Ozana, Sergey Agdarov, Doron Duadi et al.
1 citations
Journal of Biomedical Optics
Spectroscopy and Chemometric Analyses
0.75
article

Remote sensing of alcohol consumption using machine learning speckle pattern analysis

Marianna Beiderman, Nisan Ozana, Sergey Agdarov, Doron Duadi, Yevgeny Beiderman, Zeev Zalevsky, Avraham Yosovich
article en
1 citations

Abstract

Our binary classification model C can successfully distinguish between pre- and post-alcohol consumption with high sensitivity and accuracy. This performance is particularly valuable for clinical and forensic applications, where minimizing false negatives is crucial.

Journal of Biomedical OpticsVol. 30(03)
Bar-Ilan University (IL), Holon Institute of Technology (IL), Ruppin Academic Center (IL)
Zero hunger
Openalex Percentile: Top 35%
Spectroscopy and Chemometric Analyses
0.75
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Remote sensing of alcohol consumption using machine learning speckle pattern analysis — Marianna Beiderman, Nisan Ozana, et al. · Journal of Biomedical Optics (2025) | TGRS Research Map | TGRS