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Record W2040028295 · doi:10.1080/13576280600938455

Perception of students about the problem-based learning sessions conducted for medical and dental schools' students of Universiti Sains Malaysia

2006· article· en· W2040028295 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.

fundA Canadian funder is recorded on the work.
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

VenueEducation for Health · 2006
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsnot available
FundersMcMaster University
KeywordsPerceptionMedical educationMathematics educationSession (web analytics)PsychologyMedicineComputer science

Abstract

fetched live from OpenAlex

In the School of Medical Sciences (SMS) and the School of Dental Sciences(SDS), Universiti Sains Malaysia (USM), both the MD and DDS programsrespectively are 5 year integrated programs. The full 5 year program isdivided into 3 phases and each curriculum is problem-based and communityoriented.Phase II consists of years two and three and introduces different healthevents of human life with reference to integrated knowledge on commondiseases. Teaching and learning in this phase includes lectures, practical, fixedlearning modules, clinical clerkship and problem-based learning sessions. APBL session consists of 2–3 hours with a group of 14–16 students and tutorsfrom all disciplines act as facilitators for the sessions.Since its implementation at McMaster University in 1969, PBL has becomeworldwide with variations on implementation (Albanese & Mitchell, 1993).The experience of PBL can be stressful both for students and faculty andimplementation of PBL may be unrealistically costly. There are few studies on

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.222
Threshold uncertainty score0.880

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.021
GPT teacher head0.406
Teacher spread0.385 · 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