Evidence map›Paper›PMID 42241682›Full record

ArticleJMIR medical education2026

Physical Attractiveness and Chances of Being Invited to Interview With a Medical Residency Program: Retrospective Cohort Study.

Daria Hunter, Luke Hunter, David Kerner, Aidan Mullan, Derek Vanmeter, Ivan Khapov, Alexander Finch, Sara Hevesi, Ivan Porter Ii, Colin West and 1 more

Abstract read
In one paragraph

Article in JMIR medical education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

11 authors.

Daria HunterMayo Clinic, 200 1st St SW, Rochester, MN, 55905, United States, 1 (507) 255-5123.ORCID 0009-0009-7284-322X
Luke HunterOlmsted Medical Center, Rochester, MN, United States.ORCID 0009-0008-2617-9017
David KernerSpartanburg Regional Medical Center, Spartanburg, SC, United States.ORCID 0009-0007-4300-6110
Aidan MullanMayo Clinic, 200 1st St SW, Rochester, MN, 55905, United States, 1 (507) 255-5123.ORCID 0000-0001-8076-6935
Derek VanmeterMayo Clinic, 200 1st St SW, Rochester, MN, 55905, United States, 1 (507) 255-5123.ORCID 0009-0001-2541-503X
Ivan KhapovGeisinger Medical Center, Denvile, PA, United States.ORCID 0000-0001-9266-184X
Alexander FinchMayo Clinic, 200 1st St SW, Rochester, MN, 55905, United States, 1 (507) 255-5123.ORCID 0000-0003-1159-0731
Sara HevesiMayo Clinic, 200 1st St SW, Rochester, MN, 55905, United States, 1 (507) 255-5123.ORCID 0009-0009-3001-8627
Ivan Porter IiMayo Clinic, Jacksonville, FL, United States.ORCID 0000-0002-6366-8548
Colin WestMayo Clinic, 200 1st St SW, Rochester, MN, 55905, United States, 1 (507) 255-5123.ORCID 0000-0003-1628-5023
James HommeMayo Clinic, 200 1st St SW, Rochester, MN, 55905, United States, 1 (507) 255-5123.ORCID 0000-0003-1512-3647

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Applicants participating in the Residency Match generally submit a photograph through the Electronic Residency Application Service (ERAS). Studies demonstrate that subjectively more attractive applicants are more likely to succeed during job recruitment, including a paper related to the Residency Match. Objective: This study further investigates the relationship between an applicant's attractiveness and the likelihood that they are invited to interview with a residency program to explore if more attractive applicants are more likely to be invited to interview when controlled for demographic and academic variables. If there are enough data suggesting that an ERAS photograph being visible prior to the interview gives an unfair advantage to more attractive applicants, this practice might be reconsidered by some residency programs or by ERAS itself. Methods: Residency directors were surveyed on application review practices. Programs that viewed ERAS photographs prior to deciding whether to invite an applicant to interview were asked to share ERAS files of all reviewed applicants of the 2022 Match. A machine learning model was used to determine attractiveness scores for ERAS photographs. The scores ranged from 1 to 10, where 1 represents the least attractive and 10 represents the most attractive. Multivariable logistic regression analysis was performed considering attractiveness scores, demographics, and professional characteristics. The primary outcome of interest was an invitation to an interview with a residency program. Results: The residency program response rate was 47.5% (29/61). Among 2681 unique applications to 10 specialties in a single academic health system, the median attractiveness score for all applicants was 6.02 (IQR 5.54-6.55). The univariable analysis indicated a 19% higher invitation likelihood with a 1-point increase in attractiveness. After adjusting for demographics and professional experiences, the association lost statistical significance. Additional adjustment for United States Medical Licensing Examination scores further attenuated the association. Conclusions: While higher attractiveness scores correlated with an increased likelihood of securing an interview, this correlation was not statistically significant after adjusting for other variables.

Indexed as

Internship and ResidencyJob ApplicationPersonnel SelectionCohort StudiesFemaleHumansMaleRetrospective Studiesattractivenessinterviewmedical residencymedical residentsresidencyretrospective cohort study

Identifiers

PMID42241682
PMCPMC13235981

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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.