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Development and Validation of a Model to Predict Milestone Levels Based on Entrustable Professional Activity Entrustment-Supervision Levels.

Publication ,  Journal Article
Schumacher, DJ; Kinnear, B; Michelson, C; Stewart, DA; Herman, BE; Wolfe, AD; Winn, A; Boulais, J; Turner, DA; Howell, HB; Schwartz, A ...
Published in: Acad Med
November 1, 2025

PURPOSE: Residency programs are increasingly interested in or required to assess residents using Accreditation Council for Graduate Medical Education (ACGME) milestones and specialty-defined entrustable professional activities (EPAs). The authors aimed to develop a model to predict individual residents' milestone levels based on their assigned EPA entrustment-supervision levels. METHOD: During 3 academic years from 2021 to 2024, the authors conducted a multisite prospective cohort study at 48 U.S. pediatric residency programs. Programs collected entrustment-supervision levels for the 17 general pediatrics EPAs and milestone levels for the 22 ACGME pediatric milestones for every resident biannually. EPA and milestone ratings were assigned by clinical competency committees. The first 4 of 6 biannual data reporting cycles were used to fit multilevel structural equation models and produce equations to generate, for each resident, predicted milestone levels based on EPA entrustment-supervision levels. They developed 2 models: one using 17 EPAs and one using 12 EPAs. RESULTS: Data used for modeling represented 4,328 residents, with 164,886 total entrustment-supervision levels across the general pediatrics EPAs and 243,949 total milestone levels across the pediatric milestones. The fit of the round 1 to 4 model to the round 1 to 4 data (internal prediction) was excellent for both models, with comparative fit indexes of 0.982 (17 EPAs) and 0.981 (12 EPAs). The ability of the round 1 to 4 model to predict milestones for reporting cycles 5 and 6 (external prediction) was similar to the internal predictions, with correlation coefficients of 0.68 (17 EPAs) and 0.69 (12 EPAs) for round 5 and 0.72 (17 EPAs) and 0.68 (12 EPAs) for round 6. CONCLUSIONS: This study demonstrates a strong ability to predict milestone levels based on EPA entrustment-supervision levels in a manner that enables meaningful use of EPAs and milestones in assessment efforts at residency programs.

Duke Scholars

Published In

Acad Med

DOI

EISSN

1938-808X

Publication Date

November 1, 2025

Volume

100

Issue

11

Start / End Page

1329 / 1336

Location

United States

Related Subject Headings

  • United States
  • Prospective Studies
  • Pediatrics
  • Male
  • Internship and Residency
  • Humans
  • General & Internal Medicine
  • Female
  • Educational Measurement
  • Education, Medical, Graduate
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Schumacher, D. J., Kinnear, B., Michelson, C., Stewart, D. A., Herman, B. E., Wolfe, A. D., … APPD LEARN Crosswalk Study Team. (2025). Development and Validation of a Model to Predict Milestone Levels Based on Entrustable Professional Activity Entrustment-Supervision Levels. Acad Med, 100(11), 1329–1336. https://doi.org/10.1097/ACM.0000000000006165
Schumacher, Daniel J., Benjamin Kinnear, Catherine Michelson, David A. Stewart, Bruce E. Herman, Adam D. Wolfe, Ariel Winn, et al. “Development and Validation of a Model to Predict Milestone Levels Based on Entrustable Professional Activity Entrustment-Supervision Levels.Acad Med 100, no. 11 (November 1, 2025): 1329–36. https://doi.org/10.1097/ACM.0000000000006165.
Schumacher DJ, Kinnear B, Michelson C, Stewart DA, Herman BE, Wolfe AD, et al. Development and Validation of a Model to Predict Milestone Levels Based on Entrustable Professional Activity Entrustment-Supervision Levels. Acad Med. 2025 Nov 1;100(11):1329–36.
Schumacher, Daniel J., et al. “Development and Validation of a Model to Predict Milestone Levels Based on Entrustable Professional Activity Entrustment-Supervision Levels.Acad Med, vol. 100, no. 11, Nov. 2025, pp. 1329–36. Pubmed, doi:10.1097/ACM.0000000000006165.
Schumacher DJ, Kinnear B, Michelson C, Stewart DA, Herman BE, Wolfe AD, Winn A, Boulais J, Turner DA, Howell HB, Schwartz A, APPD LEARN Crosswalk Study Team. Development and Validation of a Model to Predict Milestone Levels Based on Entrustable Professional Activity Entrustment-Supervision Levels. Acad Med. 2025 Nov 1;100(11):1329–1336.

Published In

Acad Med

DOI

EISSN

1938-808X

Publication Date

November 1, 2025

Volume

100

Issue

11

Start / End Page

1329 / 1336

Location

United States

Related Subject Headings

  • United States
  • Prospective Studies
  • Pediatrics
  • Male
  • Internship and Residency
  • Humans
  • General & Internal Medicine
  • Female
  • Educational Measurement
  • Education, Medical, Graduate