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Record W3170948853 · doi:10.1177/10538259211021444

Leveraging the Added Value of Experiential Co-Curricular Programs to Humanize Medical Education

2021· article· en· W3170948853 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Experiential Education · 2021
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsExperiential learningThematic analysisPsychologyPedagogyTheme (computing)Professional developmentPersonal developmentValue (mathematics)Experiential educationMedical educationSociologyQualitative researchMedicineSocial science

Abstract

fetched live from OpenAlex

Background: The aftermath of the 1910 Flexner report resulted in significant gaps in the structure of medical education. Experiential co-curricular opportunities can contribute to addressing these gaps. Purpose: To explore, from a holistic social constructionism perspective, the added value of a co-curricular program, designed and implemented based on Kolb’s Experiential Learning Theory. Methodology/Approach: In this case study, randomly selected medical students, who had participated in an experiential co-curricular program, undertook focus group sessions. Data were inductively analyzed using thematic analysis based on constructivist epistemology. Findings/Conclusions: Benefits at the individual/student level included three interlinked themes: personal, academic, and professional development. The personal development theme related to building character and resilience, and the academic development theme related to application of theory and previously acquired knowledge. Four categories surfaced within the professional development theme. Emergent categories at the community level were institutional advancement, contribution to host centers, and giving back to the community. Implications: Co-curricular programs, that are based on Kolb’s Experiential Learning Theory (ELT) and that foster learning as participation in the social world, humanize medical education, and nurture holistic millennial physicians.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.603
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.015
GPT teacher head0.374
Teacher spread0.359 · 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