ArticleNPJ digital medicine2020
Automatic, wearable-based, in-field eating detection approaches for public health research: a scoping review.
Article in NPJ digital medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07067151 (Use of Noninvasive Wearables Biomonitoring to Detect Pre-Smoking, Smoking, And Post-Smoking Stages), which is not on this map. Cited by 61 papers, 2 of them syntheses 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.
Use of Noninvasive Wearables Biomonitoring to Detect Pre-Smoking, Smoking, And Post-Smoking Stages: An Observational Laboratory Study
Who cites it
61 citing papers in PubMed, 2 syntheses or guidelines pooled it, 109 citations in OpenAlex.
- A Systematic Review of Sensor-Based Methods for Measurement of Eating Behavior.Sensors (Basel, Switzerland) · 2025Pooled it
- Technology to Automatically Record Eating Behavior in Real Life: A Systematic Review.Sensors (Basel, Switzerland) · 2023Pooled it
- MediaPipe-Based Activity Analysis by Healthcare Professionals: Method Development and Technology Acceptance-A Pilot Study.Sensors (Basel, Switzerland) · 2026Article
- Recognition of eating episodes via commercial smartwatch sensors analysis.PLOS digital health · 2026Article
- Managing BMI and Emotional Distress Using mHealth: Nationally Representative Survey Study.JMIR mHealth and uHealth · 2026Article
- Enhancing Nutritional Ingestive Behavior Microstructure Detection: Video Annotation and Passive Sensing Approaches.Nutrients · 2026Article
- Do adults with cardiovascular disease risk show meaningful reactivity to physical activity measurement? Coordinated analysis across six studies.British journal of health psychology · 2026Article
- Advances and opportunities in measuring dietary intake: from omics to AI.Nature metabolism · 2026Review
- Early Sound-Based Meal Onset Detection Using Hidden Markov Models (HMMs).IEEE journal of translational engineering in health and medicine · 2026Article
- A multimodal tableware system for supporting mindful eating in solo dining: a pilot study.Frontiers in public health · 2026Article
- Wearable abdominal acoustic biofeedback for dietary self-regulation among Taiwanese university students: an exploratory randomized pilot study.Frontiers in nutrition · 2026Article
- SigmaScheduling: Uncertainty-Informed Scheduling of Decision Points for Intelligent Mobile Health Interventions.... International Conference on Wearable and Implantable Body Sensor Networks. International Conference on Wearable and Implantable Body Sensor Networks · 2025Article
- Multiple physiological and behavioural parameters identification for dietary monitoring using wearable sensors: a study protocol.BMC nutrition · 2025Article
- CGMacros: a pilot scientific dataset for personalized nutrition and diet monitoring.Scientific data · 2025Article
- Unveiling overeating patterns within digital longitudinal data on eating behaviors and contexts.NPJ digital medicine · 2025Article
- Development and Validation of a Universal Eating Monitor (UEM) for Distinguishing the Intake of Multiple Foods and Macronutrients.Nutrients · 2025Article
- Article
- Wearable sensing in eating episode monitoring: an updated systematic review protocol.BMJ open · 2025Article
- Chrononutrition behaviors in relation to diet quality and obesity: do dietary assessment methods and energy intake misreporting matter?Nutrition journal · 2025Article
- Relative validity of the Chrono-Nutrition Behavior Questionnaire (CNBQ) against 11-day event-based ecological momentary assessment diaries of eating.The international journal of behavioral nutrition and physical activity · 2025Article
1 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 5 institutions in 2 countries.
Funding
Abstract
Dietary intake, eating behaviors, and context are important in chronic disease development, yet our ability to accurately assess these in research settings can be limited by biased traditional self-reporting tools. Objective measurement tools, specifically, wearable sensors, present the opportunity to minimize the major limitations of self-reported eating measures by generating supplementary sensor data that can improve the validity of self-report data in naturalistic settings. This scoping review summarizes the current use of wearable devices/sensors that automatically detect eating-related activity in naturalistic research settings. Five databases were searched in December 2019, and 618 records were retrieved from the literature search. This scoping review included
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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.