ReviewAnnals of family medicine
Impact of Service-Based Student Loan Repayment Program on the Primary Care Workforce.
Review in Annals of family medicine. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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
14 citing papers in PubMed.
- County-Level Analysis of the Health Impact of Black Physicians in Georgia.Journal of racial and ethnic health disparities · 2026Article
- Accessibility of Otolaryngology Care in Virginia: A Geospatial Workforce Analysis.Laryngoscope investigative otolaryngology · 2026Article
- Student Loan Debt Burden in the Public Health Workforce.American journal of public health · 2026Article
- A survey of student loan burden among United States Chiropractors: Insights on debt, relief, and educational value.PloS one · 2026Article
- Article
- No Free Lunch in Competency-Based Health Professions Education: Exploring Trade-Offs, Value, and Shared Investment in Health Professions Education.Perspectives on medical education · 2026Article
- When Geography Dictates Care: The Rural Gastroenterology Challenge.ACG case reports journal · 2025Article
- Retention of Family Physicians in the National Health Service Corps (NHSC) in High-Need Areas.Journal of the American Board of Family Medicine : JABFM · 2025Article
- Neighborhood Determinants of Primary Care Access in Virginia.Annals of family medicine · 2025Article
- The effect of education debt on PAs' specialty choice or preference.JAAPA : official journal of the American Academy of Physician Assistants · 2025Article
- Aging in rural areas: balancing land, care, and connection of family caregivers of persons with dementia: a qualitative analysis.Innovation in aging · 2025Article
- Factors Affecting Adherence in Allergic Disorders and Strategies for Improvement.The journal of allergy and clinical immunology. In practice · 2024Review
- Impact of U.S. Federal Loan Repayment Programs on the Behavioral Health Workforce: Scoping Review.Psychiatric services (Washington, D.C.) · 2024Article
- Racial and Ethnic Disparities in the Diagnosis and Treatment of Thyroid Disease.The Journal of clinical endocrinology and metabolism · 2024Review
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
No grant is acknowledged in the PubMed record.
Abstract
purposeAs the average level of medical education indebtedness rises, physicians look to programs such as Public Service Loan Forgiveness (PSLF) and National Health Service Corps (NHSC) to manage debt burden. Both represent service-dependent loan repayment programs, but the requirements and program outcomes diverge, and assessing the relative uptake of each program may help to inform health workforce policy decisions. We sought to describe variation in the composition of repayment program participant groups and measure relative impact on patient access to care.
methodsIn this bivariate analysis, we analyzed data from 10,677 respondents to the American Board of Family Medicine's National Graduate Survey to study differences in loan repayment program uptake as well as the unique participant demographics, scope of practice, and likelihood of practicing with a medically underserved or rural population in each program cohort.
resultsThe rate of PSLF uptake tripled between 2016 and 2020, from 7% to 22% of early career family physicians, while NHSC uptake remained static at 4% to 5%. Family physicians reporting NHSC assistance were more likely than those reporting PSLF assistance to come from underrepresented groups, demonstrated a broader scope of practice, and were more likely to practice in rural areas (23.3% vs 10.8%) or whole-county Health Professional Shortage Areas (12.5% vs 3.7%) and with medically underserved populations (82.2% vs 24.2%).
conclusionsAlthough PSLF supports family physicians intending to work in public service, their peers who choose NHSC are much more likely to work in underserved settings. Our findings may prompt a review of the goals of service loan forgiveness programs with potential to better serve health workforce needs.
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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.