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Record W2214384670

Problem-based learning in undergraduate medical education: can we really implement it in the West African subregion?

2007· article· en· W2214384670 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePubMed · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsnot available
Fundersnot available
KeywordsExperiential learningProblem-based learningLifelong learningMedicineMedical educationConstructivism (international relations)Value (mathematics)PedagogyMathematics educationPsychologyPolitical scienceComputer science
DOInot available

Abstract

fetched live from OpenAlex

BACKGROUND: A major global pedagogical shift has occurred in the way medicine is taught over the last half a century. Problem-based learning (PBL) has emerged as one of the most popular, of these learner-centred new methods. OBJECTIVE: To examine the evolution and educational principles of PBL and the feasibility of implementing it in the West African subregion. METHODS: Key literature detailing the history, educational value and principle behind PBL were reviewed. Issues regarding the implication of implementing PBL to West Africa were deduced and suggestions made for the way forward. RESULTS: Since its introduction in McMaster University in Canada in the 60s, PBL has spread all over world. It is rooted in sound educational theories like the Kolb's experiential learning, adult education, collaborative learning, contextual learning and constructivism. Compared to traditionally trained students, PBL students find learning more enjoyable and develop better relational and professional skills. They show more causal reasoning in diagnosis and become better lifelong learners. Issues that may affect its implementation in West Africa include high start up costs, lack of supporting educational technology and relative lack of medical school managers with appropriate medical education background to assess and evaluate such innovations. CONCLUSION: The evidence for the need for a change from the traditional method of training is overwhelming. Implementation of PBL as an educational method in medical training in the West African subregion is both desirable and practicable if we address some of the issues outlined above.

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)0.011
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.956
Threshold uncertainty score0.980

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.001
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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.316
Teacher spread0.286 · 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