Related Experiment Video
Updated: Sep 20, 2025

Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System
Published on: July 11, 2025
Characterizing Interpretive and Diagnostic Competency Development in Pathology Training
Tad T Brunyé1, Hannah Shucard2, Megan M Eguchi3
1Center for Applied Brain and Cognitive Sciences, Tufts University, 177 College Ave, Suite 090, Medford, Massachusetts, 02155, United States; Department of Psychology, Tufts University, 490 Boston Ave., Medford, Massachusetts, 02155, United States.
Pathology residents improve diagnostic accuracy with more training years. Accurate histopathological feature description is key to better diagnoses and patient care.
Area of Science:
- Medical Education
- Pathology
- Diagnostic Accuracy
Background:
- Accurate disease diagnosis is crucial for patient care and outcomes.
- Developing diagnostic competence is a primary objective of pathology residency.
- Understanding skill progression during residency is vital for optimizing training.
Purpose of the Study:
- To investigate the association between pathology residency training duration and performance in key diagnostic interpretive phases.
- To analyze how image-viewing behavior, annotation accuracy, and diagnostic decisions evolve with increasing years of training.
- To identify critical skills that predict diagnostic accuracy in pathology trainees.
Main Methods:
- Longitudinal study analyzing data from 155 pathology residents across 10 US academic medical centers.
- Residents reviewed 32 digital whole slide images of breast biopsies over multiple training years.
- Generalized estimating equations assessed the relationship between residency year and performance in critical region detection, relevance recognition, feature description, and diagnosis.
Main Results:
- Residency year was not significantly associated with critical region detection or recognition of their importance.
- Each additional training year correlated with broader image scanning strategies (less time on critical regions, more attentional coverage).
- Each training year significantly increased the odds of accurate annotation (19%) and accurate diagnosis (18%).
Conclusions:
- Diagnostic accuracy and the ability to describe histopathological features improve with pathology residency training.
- Accurate feature annotation is a critical predictor of diagnostic accuracy, underscoring its foundational role.
- Competency-based pathology training should focus on enhancing histopathological feature recognition and description to improve diagnostic performance.
Related Concept Videos
Patient-centered Care
Sensitivity, Specificity, and Predicted Value
Sensitivity is the...
Critical Thinking II
Interdisciplinary Care: The Health Care Team-II
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
Receiver Operating Characteristic Plot
Critical Thinking I

