ArticleJAMA network open2021
Longitudinal Reliability of Milestones-Based Learning Trajectories in Family Medicine Residents.
Article in JAMA network open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 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.
The trial behind it
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Who cites it
18 citing papers in PubMed.
- Residency Competency Assessments and Early-Career Primary Care Physicians' Antibiotic Prescribing.JAMA network open · 2026Article
- Development of program requirements for obesity medicine fellowship training in the U.S.Obesity pillars · 2026Article
- Milestone Attainment of Accelerated 3-Year MD Graduates Compared to Nonaccelerated Graduates in Family Medicine Residency.Family medicine · 2026Article
- Longitudinal trajectories of clinical knowledge performance in cardiology residency a mixed-effects analysis with psychometric adjustment of routine assessments.BMC medical research methodology · 2026Article
- Design, implementation, and evaluation of a programmatic assessment model in an emergency medicine residency: a mixed-methods study.Frontiers in medicine · 2026Article
- Programmatic assessment and competency development in postgraduate medical education: a systematic review and narrative synthesis.Frontiers in medicine · 2026Article
- Validity in the Era of Competency-Based Health Professions Education: Tensions and Potential Solutions.Perspectives on medical education · 2026Article
- Addressing Conceptual Gaps in Physician Leadership Development: A Critical Perspective.Journal of healthcare leadership · 2026Article
- The role of simulation-based assessments in bridging the gap between theory and practice in medical education.Journal of education and health promotion · 2026Review
- Milestones Progression of International Medical Graduates in Family Medicine.Family medicine · 2025Article
- Article
- From Chrysalis to Taking Flight, the Metamorphosis of the ACGME During Dr Thomas Nasca's Tenure as CEO.Journal of graduate medical education · 2024Article
- Using ACGME milestones as a formative assessment for the internal medicine clerkship: a consecutive two-year outcome and follow-up after graduation.BMC medical education · 2024Article
- Prevalence and Predictors of Burnout Among Resident Family Physicians.Family medicine · 2024Article
- Work stress and competency among radiology residents: the mediating effect of resilience.Frontiers in public health · 2024Article
- Academic Achievement and Competency in Rural and Urban Family Medicine Residents.Family medicine · 2023Article
- Assessing the impact of adopting a competency-based medical education framework and ACGME-I accreditation on educational outcomes in a family medicine residency program in Abu Dhabi Emirate, United Arab Emirates.Frontiers in medicine · 2023Article
- Critical Care Anesthesiology Milestones 2.0: A Framework for Competency Assessment in Subspecialty Fellowship.Journal of medical education and curricular developmentArticle
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4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Importance: Longitudinal Milestones data reported to the Accreditation Council for Graduate Medical Education (ACGME) can be used to measure the developmental and educational progression of learners. Learning trajectories illustrate the pattern and rate at which learners acquire competencies toward unsupervised practice. Objective: To investigate the reliability of learning trajectories and patterns of learning progression that can support meaningful intervention and remediation for residents. Design, Setting, and Participants: This national retrospective cohort study included Milestones data from residents in family medicine, representing 6 semi-annual reporting periods from July 2016 to June 2019. Interventions: Longitudinal formative assessment using the Milestones assessment system reported to the ACGME. Main Outcomes and Measures: To estimate longitudinal consistency, growth rate reliability (GRR) and growth curve reliability (GCR) for 22 subcompetencies in the ACGME family medicine Milestones were used, incorporating clustering effects at the program level. Latent class growth curve models were used to examine longitudinal learning trajectories. Results: This study included Milestones ratings from 3872 residents in 514 programs. The Milestones reporting system reliably differentiated individual longitudinal patterns for formative purposes (mean [SD] GRR, 0.63 [0.03]); there was also evidence of precision for model-based rates of change (mean [SD] GCR, 0.91 [0.02]). Milestones ratings increased significantly across training years and reporting periods (mean [SD] of 0.55 [0.04] Milestones units per reporting period; P < .001); patterns of developmental progress varied by subcompetency. There were 3 or 4 distinct patterns of learning trajectories for each of the 22 subcompetencies. For example, for the professionalism subcompetency, residents were classified to 4 groups of learning trajectories; during the 3-year family medicine training period, trajectories diverged further after postgraduate year (PGY) 1, indicating a potential remediation point between the end of PGY 1 and the beginning of PGY 2 for struggling learners, who represented 16% of learners (620 residents). Similar inferences for learning trajectories were found for practice-based learning and improvement, systems-based practice, and interpersonal and communication skills. Subcompetencies in medical knowledge and patient care demonstrated more consistent patterns of upward growth. Conclusions and Relevance: These findings suggest that the Milestones reporting system provides reliable longitudinal data for individualized tracking of progress in all subcompetencies. Learning trajectories with supporting reliability evidence could be used to understand residents' developmental progress and tailored for individualized learning plans and remediation.
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