Evidence map›Paper›PMID 42602742›Full record

ArticleJournal of graduate medical education2026

Engaging Choice Architecture: Interventions in the Emergency Medicine Standardized Letter (eSLOE 2.0) to Adjust Rater Behaviors.

Sharon Bord, Doug Franzen, Erin Karl, Cullen B Hegarty, Eric Shappell, Benjamin H Schnapp, Nicole M Dubosh, Caitlin Schrepel, Katherine M Hiller, Kevin Hamilton and 2 more

Abstract read
In one paragraph

Article in Journal of graduate 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

12 authors.

Sharon Bordis an Assistant Professor, Department of Emergency Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.ORCID https://orcid.org/0009-0008-5987-4139
Doug Franzenis a Professor, Department of Emergency Medicine, University of Washington, Seattle, Washington, USA.ORCID https://orcid.org/0000-0002-4350-8678
Erin Karlis Associate Program Director and Clerkship Director, Hennepin County Medical Center, Emergency Medicine Residency, and an Assistant Professor, Department of Emergency Medicine, University of Minnesota, Minneapolis, Minnesota, USA.
Cullen B Hegartyis Program Director, Emergency Medicine Residency, HealthPartners Institute/Regions Hospital, and a Professor, Department of Emergency Medicine, University of Minnesota, Minneapolis, Minnesota, USA.ORCID https://orcid.org/0000-0002-7249-8675
Eric Shappellis an Associate Professor, Department of Emergency Medicine, Massachusetts General Hospital/Harvard Medical School, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0003-0281-3219
Benjamin H Schnappis an Associate Professor, BerbeeWalsh Department of Emergency Medicine, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin, USA.ORCID https://orcid.org/0000-0002-5243-5570
Nicole M Duboshis an Associate Professor, Department of Emergency Medicine, Beth Israel Deaconess Medical Center/Harvard Medical School, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0001-8674-5334
Caitlin Schrepelis an Associate Program Director, Emergency Medicine Residency, and an Assistant Professor, Department of Emergency Medicine, University of Washington, Seattle, Washington, USA.ORCID https://orcid.org/0000-0003-0204-7657
Katherine M Hilleris Associate Dean, Regional Director, and a Professor With Tenure, Department of Emergency Medicine, Indiana University School of Medicine, and Chief Academic Officer, Indiana University Health, South Region, Bloomington, Indiana, USA.ORCID https://orcid.org/0000-0001-7343-852X
Kevin Hamiltonis Manager, Software Engineering, University of Maryland Medical System, Baltimore, Maryland, USA.
Joseph Houseis a Professor, Department Emergency Medicine and Pediatrics, University of Michigan, Ann Arbor, Michigan, USA.ORCID https://orcid.org/0000-0002-1841-3845
Alexis Pelletier-Buiis an Associate Professor, Department of Emergency Medicine, Cooper University Hospital/Cooper Medical School of Rowan University, Camden, New Jersey, USA.ORCID https://orcid.org/0000-0002-9969-4123

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Residency programs are utilizing standardized letters of evaluation with increasing frequency to obtain concise and discerning information about applicants. However, letters show a narrow distribution of ratings, leading to difficulties differentiating between applicants. Objective: To determine if choice architecture, through 2 interventions on the electronic emergency medicine Standardized Letter of Evaluation 2.0 (eSLOE 2.0), can increase the spread of ratings on letters written for emergency medicine applicants. Methods: On the eSLOE 2.0 Part B for the 2024-2025 application cycle, radio buttons were prepopulated to a "3" on a Likert scale of 1 to 5 (rather than blank), and a pop-up message prompted letter writers to provide narrative justification for ratings of "1" (lowest) or "5" (highest). Ratings of applicants after this intervention were compared with ratings from 2 prior application cycles. Results: A total of 17 727 letters (5938 from 2024-2025; 11 789 from 2022-2024) were analyzed. Post-intervention, there was a decrease in ratings of "5" across all domains in Part B, with the absolute difference in the percentage of students rated "5" ranging from -12.3% to -19.7%. There was a post-intervention increase in percentage of "3" and "4" utilization across all domains ranging from +3.9 to +11.0 and +7.2 to +11.0 respectively. Ratings of "1" and "2" remained stable post-intervention. Conclusions: Prepopulating SLOE Part B ratings to 3 out of 5 and pop-up messages prompting letter writers to justify top or bottom ratings led to a shift in the distribution of scores and a reduction in the percentage of top ratings in the 2024-2025 cycle, as compared to the prior 2 cycles.

Indexed as

Choice BehaviorCorrespondence as TopicEducational MeasurementEmergency MedicineInternship and ResidencyHumans

Identifiers

PMID42602742
PMCPMC13475754

What OpenQuestion holds

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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.