Related Experiment Video
Updated: Sep 6, 2025

Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
Mapping hospital data to characterize residents' educational experiences.
David W Rhee1, Ilan Reinstein2, Morris Jrada3
1Leon H. Charney Division of Cardiology, Department of Medicine, NYU Grossman School of Medicine, New York, NY, USA.
Medical residents’ patient care experiences vary significantly across training sites. This study used diagnosis codes to compare clinical content, revealing differences that prompted curricular improvements for better graduate medical education.
Area of Science:
- Medical Education
- Internal Medicine Training
- Clinical Informatics
Background:
- Experiential learning is crucial for graduate medical education, but the clinical content trainees encounter is poorly understood.
- Quantifying patient care activities is essential to define residents' educational experiences.
- There's a need to characterize the diversity of clinical cases encountered by residents.
Purpose of the Study:
- To characterize and compare the clinical educational experiences of Internal Medicine residents across four training hospitals.
- To identify variations in patient diagnoses encountered by residents.
- To inform curricular changes aimed at enriching resident training.
Main Methods:
- A crosswalk tool mapped International Classification of Diseases, 10th Revision (ICD-10) discharge diagnoses to American Board of Internal Medicine (ABIM) content.
- Data were collected from four hospitals within a single Internal Medicine Residency Program over one academic year.
- Frequencies of diagnosis categories were compared across sites to profile inpatient clinical experiences.
Main Results:
- Over 18,600 discharges were analyzed, with the crosswalk tool capturing over 95% of cases.
- Infectious Disease and Cardiovascular Disease were the most common diagnoses across all sites.
- Significant underrepresentation of certain specialties (e.g., Allergy/Immunology, Dermatology) and notable site-specific differences in condition frequencies were observed.
Conclusions:
- Substantial variations exist in the clinical content experienced by residents across different hospital training sites.
- These findings highlight the need for programmatic and curricular adjustments.
- Changes were implemented to enhance the hospital-based educational experiences of residents.
More Related Videos
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
11:29Measuring the Functional Abilities of Children Aged 3-6 Years Old with Observational Methods and Computer Tools
Published on: June 20, 2020
Related Concept Videos
Types of Records II: Educational and Administrative Records
Documentation in Long-Term and Home Healthcare Setting
Long-Term Care Facilities
Bar Graph
How Data are Classified: Categorical Data
Data are classified based on whether they are measurable or not. Categorical data cannot be measured; instead, it can be divided into categories. For example, if Y denotes a person's party affiliation, some examples of Y include...
Hospitals-II
Nurses that work in...
Data Reporting and Recording