MétaCan
Menu
Back to cohort
Record W1989841489 · doi:10.4300/jgme-d-13-00445.1

Competency-Based Education: Milestones or Millstones1?

2014· article· en· W1989841489 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 Graduate Medical Education · 2014
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsnot available
Fundersnot available
KeywordsMedical educationMedicineData scienceComputer sciencePsychology

Abstract

fetched live from OpenAlex

In the past decade, there has been increasing interest in competency-based education (CBE), the notion that an expert physician is defined by a broad set of identified competencies. The idea has been advanced, nearly simultaneously, in several countries—Canada (CanMEDS roles),1 the United States (Accreditation Council for Graduate Medical Education [ACGME] competencies),2 the United Kingdom (Tomorrow's Doctor),3 and Scotland (the Scottish Doctor)4—and adopted by others. CanMEDS competencies have been adopted and adapted by 16 countries, including the Netherlands, Denmark, and Mexico.5 Moreover, the Carnegie Foundation's influential Flexner centenary strongly recommended adopting CBE and made the claim that “Adoption of OBE [outcome-based or competency-based education] would better equip medical graduates to respond effectively in complex situations and efficiently continue to expand the depth and breadth of the requisite competencies.”,6,7 Similar promises emerge from many of these foundational documents. Harden8(p666) ascribes a number of advantages to OBE/CBE: OBE is a sophisticated strategy for curriculum planning that offers a number of advantages. It is an intuitive approach that engages the range of stakeholders . . . it encourages a student-centred approach and at the same time supports the trend for greater accountability and quality assurance . . . [it] highlights areas in the curriculum which may be neglected . . . such as ethics and attitudes . . .. Regrettably, these declarations appear to be more a matter of faith than of evidence. The primary intent of CBE is, we believe, transparency, so that the profession and the public can be confident that a training program is producing competent physicians who are equipped with the knowledge and skills for practice. It is hard to challenge that premise; the issue is whether the proposed mechanisms can deliver on the promise. A corollary common to both CBE and its predecessor—behavioral objectives—is the notion that different learners will achieve different competencies at different rates, so that residents may be certified competent in starting an intravenous line early in their career but may take longer to achieve competency in intubation. The individual need not take additional time practicing skills for which he or she is competent and can, therefore, learn more efficiently by focusing on those skills for which competence has not yet been achieved. An extrapolation of that notion is that some residents may well achieve all the competencies available on a particular rotation earlier or later than others, and so, can progress through graduate medical education (GME) at a different pace. Whether the approach can be operationalized satisfactorily at the level of precision required to implement CBE, the fact remains that it may have positive side benefits, such as increased observations of residents, greater attention to the GME curriculum, and so forth. To ensure that those goals are met and the implementation of CBE is not sidelined by a ponderous administrative superstructure, this editorial is intended to elaborate potential problems at 3 levels: conceptual, psychometric, and logistic.

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)0.013
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 score0.703
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.027
GPT teacher head0.365
Teacher spread0.339 · 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