ArticleHealth equity2025
A Holistic Ecosystem Model to Diversify the Physician Workforce and Enhance Health.
Article in Health equity, 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.
- Building the future health workforce: outreach pathways and the Holistic Ecosystem Model.Frontiers in medicine · 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
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: The U.S. medical education system attracts and trains the next generation of physicians to advance the health care needs of a growing and increasingly diverse nation. This system can be credited for supplying a physician workforce achieving remarkable growth and innovation, yielding one of the world's most technologically advanced health care systems on the planet. This system, unfortunately, also contributes to educational, workforce, and health disparities. Observations: The successes and challenges of the medical education and health care system align with broader economic, health, and educational patterns in the United States. An ecological model can be employed to unite a network of partners spanning four developmental stages to support a greater diversity of students for and from underrepresented communities to enter the physician workforce, enjoy the rewards granted by a career in medicine, and enact needed changes to eliminate health, economic, and educational disparities. Conclusions and Relevance: Comprehensive and ecologically attuned pathways to the physician workforce could be especially beneficial to states and communities suffering from the looming high school enrollment cliff, outflows of residents to other states, challenges in recruiting and retaining physicians, and significant educational and health disparities. The ecosystem model spurs significant changes in how we think about the developmental pathways to the physician workforce and how we may mobilize resources to promote progress and ease transitions, especially for underrepresented students who face many fewer opportunities and many more challenges along their journey.
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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.