ArticlePloS one2018
Impact of primary care provider density on detection and diagnosis of cutaneous melanoma.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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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.
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Who cites it
8 citing papers in PubMed, 20 citations in OpenAlex.
- Geographic variation in the impact of novel melanoma therapies on mortality.Journal of the American Academy of Dermatology · 2026Article
- Beyond the physician shortage: infrastructure as a rate-limiting step in breast cancer care.Frontiers in oncology · 2026Article
- The burden of thyroid cancer and its association with national development levels in Asia: evidence from 47 countries (1990-2021).Frontiers in oncology · 2025Article
- Disparities in access for melanoma screening by region, specialty, and insurance: A cross-sectional audit study.JAAD international · 2022Article
- Primary Care Provider Density and Elective Total Joint Replacement Outcomes.Arthroplasty today · 2021Article
- Changes in Disparities in Stage of Breast Cancer Diagnosis in Pennsylvania After the Affordable Care Act.Journal of women's health (2002) · 2021Article
- Epidemiology and survival outcomes in stages II and III cutaneous melanoma: a systematic review.Melanoma management · 2020Review
- USPSTF: Skin Cancer Screening Recommendations.Missouri medicineArticle
Corrections and comments
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
introductionEarly diagnosis of cutaneous melanoma is critical in preventing melanoma-associated deaths, but the role of primary care providers (PCPs) in diagnosing melanoma is underexplored. We aimed to explore the association of PCP density with melanoma incidence and mortality.
methodsAll cases of cutaneous melanoma diagnosed in the United States from 2008-2012 and reported in the Surveillance, Epidemiology, and End Results (SEER) database were analyzed in 2016. County-level primary care physician density was obtained from the Area Health Resources File (AHRF). We conducted multivariate linear regression using 1) average annual melanoma incidence or 2) average annual melanoma mortality by county as primary outcomes, adjusting for demographic confounders and dermatologist density. Cox proportional hazard regression was conducted using individual outcome data from SEER with the same covariates.
resultsAcross 611 counties, 167,305 cases of melanoma were analyzed. Per 100,000 people, an additional 10 PCPs per county was associated with 1.62 additional cases of melanoma per year (95% CI 1.06-2.18, p<0.001). This increased incidence occurred disproportionally in early-stage melanoma (Stage 0: 0.69 cases (0.38-1.00), p<0.001; Stage I: 0.63 cases (0.37-0.89), p<0.001; Stage II: 0.11 cases (0.03-0.19), p = 0.005). There was no statistically significant association between PCP density and incidence of stage III or IV melanoma, or with melanoma-specific mortality. Survival analysis demonstrated elimination of 5-year post-diagnosis mortality risk in medically underserved counties after adjusting for stage.
conclusionsHigher densities of PCPs may be linked to increased diagnosis of early-stage melanoma without corresponding decreases in late-stage diagnoses or melanoma-associated mortality.
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