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Record W2111414272 · doi:10.1097/acm.0000000000000543

The Majority of Accredited Continuing Professional Development Activities Do Not Target Clinical Behavior Change

2014· article· en· W2111414272 on OpenAlexafffundabout
France Légaré, Adriana Freitas, Philippe Thompson‐Leduc, Francine Borduas, Francesca Luconi, Andrée Boucher, Holly O. Witteman, André Jacques

Bibliographic record

VenueAcademic Medicine · 2014
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsCentre hospitalier universitaire de QuébecHôpital Saint-François d'AssiseUniversité du Québec à Montréal
FundersCanadian Institutes of Health Research
KeywordsAccreditationMedical educationAttendanceContinuing medical educationLicensurePsychologyCognitionProfessional developmentComprehensionBehavior changeMedicineContinuing educationSocial psychology

Abstract

fetched live from OpenAlex

PURPOSE: Continually improving patient outcomes requires that physicians start new behaviors, stop old behaviors, or adjust how they practice medicine. Continuing professional development (CPD) is the method most commonly used by physicians to improve their knowledge and skills. However, despite regular physician attendance at these activities, change in clinical behavior is rarely observed. The authors sought to identify which of Bloom's domains (cognitive, affective, or psychomotor) are targeted by the learning objectives of CPD activities offered by medical associations, regulatory bodies, and academic institutions in the province of Quebec, Canada. METHOD: The authors evaluated the objectives of 110 accredited CPD activities offered to physicians and other health professionals from November 2012 to March 2013. The objectives of each activity were extracted and classified into learning domains using Bloom's taxonomy. RESULTS: Ninety-six percent of the learning objectives analyzed targeted the cognitive domain, which consists of six levels of increasing complexity: knowledge, comprehension, application, analysis, synthesis, and evaluation. Half (47%) targeted knowledge and comprehension, whereas only 26% aimed to improve skills in analysis, synthesis, and evaluation. CONCLUSIONS: Most accredited CPD activities within this sample were generally not designed to promote clinical behavior change because the focus of these activities was on remembering and understanding information instead of preparing physicians to put knowledge into practice by analyzing information, evaluating new evidence, and planning operations that lead to behavior change. Educators and CPD providers should take advantage of well-established theories of health professional behavior change, such as sociocognitive theories, to develop their activities.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.049
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Evaluation · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.991
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.049
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.083
GPT teacher head0.435
Teacher spread0.352 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designObservational
DomainEvaluation
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations102
Published2014
Admission routes3
Has abstractyes

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