ReviewAddiction (Abingdon, England)2021
A new generation of transdermal alcohol biosensing technology: practical applications, machine -learning analytics and questions for future research.
Review in Addiction (Abingdon, England), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
24 citing papers in PubMed, 1 synthesis or guideline pooled it, 29 citations in OpenAlex.
- Validating transdermal alcohol biosensors: a meta-analysis of associations between blood/breath-based measures and transdermal alcohol sensor output.Addiction (Abingdon, England) · 2022Pooled it
- Applying Artificial Intelligence to Expand the Measurement Tool Kit in Clinical-Psychological Science: Moving Beyond Self-Reports.Clinical psychological science : a journal of the Association for Psychological Science · 2026Article
- Exploring neural markers of incentive salience and real-world drinking among individuals with alcohol use disorder.Physiology & behavior · 2026Article
- Objective Assessment in Clinical Psychological Science: Progress in Wearable Alcohol Biosensors.Annual review of clinical psychology · 2026Review
- Daily-level associations between protective behavioral strategies, transdermal alcohol concentration, and alcohol-induced blackouts among young adults.Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors · 2026Article
- Acceptability and feasibility of a new-generation alcohol biosensor: A mixed methods evaluation in a large community sample.Experimental and clinical psychopharmacology · 2026Article
- Using Mobile Technology to Study Episodes of Alcohol Self-Administration in Daily Life: A Narrative Review.Current addiction reports · 2026Review
- Development of an alcohol biosensor non-wear algorithm: laboratory-based machine learning and field-based deployment.Scientific reports · 2025Article
- Associations between clinical AUDIT-C screens and HDL cholesterol are observed across primary care patient subgroups.Alcohol, clinical & experimental research · 2025Article
- Social Drinking and Addiction: A Social-Cognitive Model for Understanding Alcohol Use Disorder Risk.Current directions in psychological science · 2025Article
- Exploring associations between drinking contexts and alcohol consumption: An analysis of photographs.Journal of psychopathology and clinical science · 2025Article
- A wearable alcohol biosensor: Exploring the accuracy of transdermal drinking detection.Drug and alcohol dependence · 2025Article
- Endpoints for Pharmacotherapy Trials for Alcohol Use Disorder.Pharmaceutical medicine · 2024Review
- Baseline protective behavioral strategy use predicts more moderate transdermal alcohol concentration dynamics and fewer negative consequences of drinking in young adults' natural settings.Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors · 2024Article
- Signal processing and machine learning with transdermal alcohol concentration to predict natural environment alcohol consumption.Experimental and clinical psychopharmacology · 2024Article
- Development and validation of a model for measuring alcohol consumption from transdermal alcohol content data among college students.Addiction (Abingdon, England) · 2023Article
- Wearable alcohol monitors for alcohol use data collection among college students: Feasibility and acceptability.Alcohol (Fayetteville, N.Y.) · 2023Article
- Use of the BACtrack Skyn alcohol biosensor: Practical applications for data collection and analysis.Addiction (Abingdon, England) · 2023Article
- Acceptability and validity of using the BACtrack skyn wrist-worn transdermal alcohol concentration sensor to capture alcohol use across 28 days under naturalistic conditions - A pilot study.Alcohol (Fayetteville, N.Y.) · 2023Article
- Correspondence between alcohol use measured by a wrist-worn alcohol biosensor and self-report via ecological momentary assessment over a 2-week period.Alcohol, clinical & experimental research · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors at 1 institution in 1 country.
Funding
Abstract
The use of transdermal alcohol monitors has burgeoned in recent years, now encompassing hundreds of thousands of individuals globally. A new generation of sensors promises to expand the range of applications for transdermal technology exponentially, and advances in machine-learning modeling approaches offer new methods for translating the data produced by transdermal devices. This article provides (1) a review of transdermal sensor research conducted to date, including an analysis of methodological features of past studies potentially key in driving reported sensor performance; (2) updates on methodological developments likely to be transformative for the field of transdermal sensing, including the development of new-generation sensors featuring smartphone integration and rapid sampling capabilities as well as developments in machine-learning analytics suited to data produced by these novel sensors and; (3) an analysis of the expanded range of applications for this new generation of sensor, together with corresponding requirements for sensor accuracy and temporal specificity. We also note questions as yet unanswered and key directions for future research.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.