Evidence map›Paper›PMID 39498620›Full record

ArticleJournal of primary care & community health

Impact of Dermoscopy Training on Diagnostic Accuracy, and Its Association With Biopsy and Referral Patterns Among Primary Care Providers: A Retrospective and Prospective Educational Intervention Study.

Hayden T Middleton, David L Swanson, Julio C Sartori-Valinotti, Danielle J O'Laughlin, Peter A Young, Stephen P Merry, Kelly Nelson, Karen Fischer, Renee M Weatherly, Christopher L Boswell

Abstract read
In one paragraph

Article in Journal of primary care & community health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. From naked eye to dermoscopy: Closing a diagnostic gap in South African primary care.South African family practice : official journal of the South African Academy of Family Practice/Primary Care · 2026
    Article
  2. Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Hayden T MiddletonM Health Fairview, St. Paul, MN, USA.ORCID 0009-0002-7600-0237
David L SwansonMayo Clinic Arizona, Scottsdale, AZ, USA.
Julio C Sartori-ValinottiMayo Clinic Rochester, Rochester, MN, USA.
Danielle J O'LaughlinMayo Clinic Rochester, Rochester, MN, USA.ORCID 0000-0002-2579-2740
Peter A YoungStanford University, Redwood City, CA, USA.
Stephen P MerryMayo Clinic Rochester, Rochester, MN, USA.ORCID 0000-0002-3816-8154
Kelly NelsonAnderson Cancer Center, The University of Texas, Houston, TX, USA.
Karen FischerDepartment of Quantitative Health Sciences, Mayo Clinic Rochester, Rochester, MN, USA.
Renee M WeatherlyMayo Clinic Rochester, Rochester, MN, USA.
Christopher L BoswellMayo Clinic Rochester, Rochester, MN, USA.ORCID 0000-0002-9034-3415

Funding

Mayo Clinic Center for Clinical and Translational Science (CCaTS UL1 Supplement - Dr. Timothy Curry)UL1TR002377 · NCATS · MAYO CLINIC ROCHESTER · PI VESNA D GAROVIC · 2017 to 2026
$78.4M
NCATS NIH HHS UL1 TR002377
6 · The paper itself

Abstract

backgroundProper diagnosis in primary care is crucial due to the large number of skin cancer diagnoses each year and its associated growing economic burden. Understanding how primary care providers can be best trained in dermoscopy is instrumental in helping primary care providers differentiate benign and malignant cutaneous lesions so that appropriate action can be taken (eg, biopsy/referral to dermatology or reassurance).

objectiveTo assess the success of concise dermoscopy training among primary care providers.

designA cohort study was conducted in primary care at Mayo Clinic, Rochester, including primary care physicians, nurse practitioners, and physician assistants in internal medicine and family medicine. Diagnostic accuracy was measured on standardized testing through image-based recognition and in clinical practice through observation of referral and biopsy patterns both before and after dermoscopy education, focused on the TADA plus method.

resultsForty-three primary care providers completed the image-based recognition tests, with significant improvement in mean score measured after dermoscopy training workshop (20%). Among the thirteen primary care providers who continued to use dermoscopy in clinical practice, a significant improvement (31%) in mean clinical diagnostic accuracy was observed comparing 1 year of practice data before versus after dermoscopy training.

conclusionImprovement in diagnostic accuracy with utilization of the TADA plus method translates into clinical practice. Therefore, training primary care providers in dermoscopy may improve the dermatologic care patients receive in primary care, especially in rural or medically underserved areas where access to dermatology is limited.

Indexed as

DermoscopyPrimary Health CareReferral and ConsultationSkin NeoplasmsAdultBiopsyClinical CompetenceFemaleHumansMaleMiddle AgedPhysician AssistantsPhysicians, Primary CareProspective StudiesRetrospective StudiesSkin Diseasesdermoscopyprimary careskin cancerTADATriage Amalgamated Dermoscopic Algorithm

Identifiers

PMID39498620
PMCPMC11536482

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LicenceCC BY-NC
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Registered trials

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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.