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Record W2158999505 · doi:10.1002/ca.10144

Teaching of anatomy in a problem‐based curriculum at the Arabian Gulf University: The new face of the museum

2003· article· en· W2158999505 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

VenueClinical Anatomy · 2003
Typearticle
Languageen
FieldEngineering
TopicAnatomy and Medical Technology
Canadian institutionsnot available
FundersMcMaster UniversityArabian Gulf University
KeywordsCurriculumMedicineResource (disambiguation)Medical educationFace (sociological concept)AnatomyComputer sciencePsychologySociologyPedagogy

Abstract

fetched live from OpenAlex

The College of Medicine and Medical Sciences of the Arabian Gulf University has an undergraduate medical curriculum that uses problem-based learning as the principal teaching strategy. Teaching of anatomy comes at various places in the curriculum, and the anatomy museum serves as an important resource and engages the students in self-directed learning. Although the museum had sufficient resource materials, the emphasis on individualized instruction and self-directed learning in anatomy has resulted in the need for an effective approach and a reorganization of the facilities in the museum. Thus, we recently rearranged the museum to create 42 modules or stations (learning carrels) focusing on specific organ systems for self-study by students. Computer-assisted programs, videocassettes, ultrasound, and structured living anatomy sessions in the clinical professional skills program facilitated such an arrangement. An increased utilization by the students was observed in the reorganized museum. Thus, the museum can play an effective role in the study of anatomy through problem-based integrated learning modules.

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)0.000
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: Empirical
Teacher disagreement score0.910
Threshold uncertainty score0.423

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.012
GPT teacher head0.273
Teacher spread0.261 · 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