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Record W4415597927 · doi:10.7759/cureus.95527

Bridging the Gap in Medical Education: A Qualitative Study on the Perspectives of Japanese Medical Students and Patients on Outcomes-Based Education

2025· article· en· W4415597927 on OpenAlexaff
Daisuke Son, Joyce Pickering

Bibliographic record

VenueCureus · 2025
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsMcGill University
Fundersnot available
KeywordsBridging (networking)EmpathyQualitative researchQualitative analysisMEDLINEContinuing medical education

Abstract

fetched live from OpenAlex

INTRODUCTION: Outcomes-based education (OBE) has transformed medical education by focusing on specific, measurable learning results. However, educators typically formulate these outcomes with little regard for the perspectives of key stakeholders, such as students and patients. This study explored the perceptions of Japanese medical students and patients regarding these outcomes. METHODS: We conducted focus group interviews with 14 medical students and 13 patients from the first author's university. Participants reflected on the eight outcomes of the 2010 edition of the Model Core Curriculum for Medical Education in Japan. Qualitative data analysis was conducted using thematic analysis. RESULTS: Medical students emphasized the importance of practical education, patient interaction early in their training, and education that bridges knowledge and action, questioning the effectiveness of traditional teaching methods related to professionalism and communication skills. The students also expressed dissatisfaction with simulated learning for team care. In contrast, patients stressed the importance of physicians' empathy and communication skills alongside a patient-centered research approach. They also expressed a desire for a range of ways in which physicians respond to patients as individuals. CONCLUSION: The study results have significant implications for outcomes-based medical education. Both medical students and patients questioned the efficacy of the traditional curriculum, notably in teaching professionalism, communication skills, and team care. The findings suggest that medical education outcomes for future physicians should integrate practical application, empathy training, and flexibility.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.014
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.073

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.015
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0090.008
Scholarly communication0.0030.004
Open science0.0020.006
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.030
GPT teacher head0.470
Teacher spread0.440 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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