ArticleAmerican journal of industrial medicine2025
Platform-Mediated Gig Work and Health: A Scoping Review.
Article in American journal of industrial medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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
1 citing paper in PubMed.
- Predation, acceleration, and loss of control: a multilevel theoretical framework for algorithmic time politics and the occupational health of platform workers.Frontiers in public health · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
backgroundWe sought to assess the size, depth, and rigor of empirical literature on platform-mediated gig work and health.
methodsWe conducted a scoping review of peer-reviewed studies from January 1, 2000, through May 29, 2024, that examined platform-mediated gig work and any measure of physical or mental health. We abstracted country, study design, population, sample size, exposure measure, and health outcome. We assessed whether the study addressed any of three potential mechanisms connecting gig work and health: occupational hazards, social determinants, or the specific nature of digital platforms.
resultsWe identified 45 total studies examining transportation safety (n = 12), work-related injuries (n = 4), other physical health outcomes (n = 5), COVID-19 vulnerabilities (n = 10), mental health (n = 10), mental well-being (n = 18), and safety (n = 12). These categories were not mutually exclusive. Cross-sectional and qualitative studies identified physical and mental health problems among gig workers, but the literature lacks study population-representative designs, prospective data, comparisons of gig workers to other similar non-gig workers (i.e., external comparison groups), and validated measures of physical health.
conclusionsPlatform-mediated gig work may have unique impacts on health, but causal evidence is lacking. Future research should examine how the nature of digital platforms-specifically, algorithmic control, ratings, and surveillance-impacts health of workers.
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What Socratic 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 Socratic graph.