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Record W2942956419 · doi:10.2147/amep.s191705

<p>SaudiMEDs and CanMEDs frameworks: similarities and differences</p>

2019· article· en· W2942956419 on OpenAlex
Asem Shadid, Amro K. Bin Abdulrahman, Abdulmajeed Bin Dahmash, Abdulrahman Yousef Aldayel, Muteb Mousa Alharbi, Abdullah Alghamdi, Abdulaziz Al Asmri, Hamad Qabha, Mansour Al Madi, Mohammad Al Masri, Saleh Al Ayony, Yasir Al Otaibi, Yazeed Al Mutari, Yousef Bukhari, Khalid A. Bin Abdulrahman

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

VenueAdvances in Medical Education and Practice · 2019
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumMedical educationSimilarity (geometry)Quality (philosophy)Core competencyMedicinePsychologyComputer sciencePedagogyManagementArtificial intelligence

Abstract

fetched live from OpenAlex

Background: The SaudiMEDs framework was founded and adopted by the Saudi Deans’ Committee in 2011 to ensure that Saudi medical graduates learned core competencies. Meanwhile, CanMEDs was established by the Canadian Royal College of Physicians and Surgeons in 1996 and aimed to establish the abilities and skills of all aspects of medical practice, as well as to ensure the acquisition of basic knowledge related to medical education. The main purpose of this study was to explore the similarities and differences between both frameworks. Methods: In March and April 2017, 15 researchers conducted an extensive review of both the SaudiMEDs and CanMEDs frameworks using a semi-quantitative evaluation with color codes to determine the following: the exact similarities in both frameworks, the close similarities, and the unique differences. Results: According to the coloring system, most of the frameworks were similar. For example, Leadership, Communication and Professionalism were almost identical in both frameworks. There was some degree of similarity between both frameworks in “Collaborator”. Furthermore, the SaudiMEDs framework had a unique input which involved the most essential skills that undergraduate medical students must acquire. Conclusion: SaudiMEDs has great potential to improve the quality of Saudi medical graduates in a manner that fits our current and future needs. CanMEDs focuses mainly on outcomes and processes, while SaudiMEDs focuses more on outcomes. SaudiMEDs was not created to provide a copy-and-paste curriculum. The ultimate goal was to create an outcome-based curriculum that ensures the quality of Saudi medical school graduates. Keywords: SaudiMEDs, CanMEDs, framework, competency-based education, Saudi Arabia

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)0.022
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient 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 score0.904
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.022
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.009
GPT teacher head0.363
Teacher spread0.354 · 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