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Record W2156327926 · doi:10.7899/1042-5055-23.2.123

Usefulness of CanMEDS Competencies for Chiropractic Graduate Education in Europe

2009· article· en· W2156327926 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

VenueJournal of Chiropractic Education · 2009
Typearticle
Languageen
FieldSocial Sciences
TopicReligious, Philosophical, and Educational Studies
Canadian institutionsnot available
Fundersnot available
KeywordsChiropracticMedical educationMedicineGraduate medical educationAlternative medicineComputer scienceData sciencePathologyAccreditation

Abstract

fetched live from OpenAlex

PURPOSE: In 2008, the European Academy of Chiropractic decided to develop a competency-based model for graduate education in Europe. The CanMEDS (Canadian Medical Education Directives for Specialists) framework describes seven competency roles (fields) and key competencies identified as fundamental to all specialist doctors. It was not known how these fields are perceived by chiropractors in Europe. The purpose of this study was to compare perception scores of senior chiropractic as well as medical students with perception scores of licensed chiropractors and to analyze practitioners' remembered confidence in these competency fields. METHODS: An anonymous 5-point Likert scale electronic questionnaire was sent to senior students of two chiropractic schools and licensed chiropractors of five European nations. Age and gender differences as well as differences in appraisal of the competencies in respect to importance and remembered confidence were analyzed. RESULTS: Response rates were low to moderate. Agreement of importance of the seven competencies was not different between chiropractic and medical students as well as licensed chiropractors. Chiropractic students and chiropractors regarded all key competencies as important (averages >/=4.0). The importance versus remembered confidence was consistently judged higher by about 1/2 point on the 5-point scale, significant for all competency fields (p < .001). CONCLUSION: The seven competency fields seem to be of the same importance for chiropractic senior students and licensed chiropractors and might be considered as a base for future graduate training in chiropractic. The survey should be replicated with additional samples and further information should be gathered to reflect reality.

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)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.479
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.103
GPT teacher head0.394
Teacher spread0.291 · 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