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Record W4382632197 · doi:10.1097/ceh.0000000000000520

Elements and Definitions of Continuing Professional Development Leadership: A Scoping Review

2023· review· en· W4382632197 on OpenAlexaff
Morag Paton, Victor Do, Tharshini Jeyakumar, Jerry M Maniate, Walter Tavares, Suzan Schneeweiss, David Wiljer

Bibliographic record

VenueJournal of Continuing Education in the Health Professions · 2023
Typereview
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsUniversity of TorontoToronto Public Health
Fundersnot available
KeywordsLeadership developmentLeadership studiesInclusion (mineral)Context (archaeology)Medical educationContinuing professional developmentProfessional developmentEducational leadershipNeuroleadershipSet (abstract data type)PsychologyPolitical scienceLeadership styleMedicinePublic relationsPedagogyComputer science

Abstract

fetched live from OpenAlex

INTRODUCTION: Leaders are being asked to transform the way that continuing professional development (CPD) is delivered to focus on better, safer, and higher quality care. However, there is scarce literature on CPD leadership. We set out to study what CPD leadership means and describe the competencies required for CPD leadership. METHODS: A scoping review following Preferred Reporting Items for Systematic Reviews and Meta-analyses extension guidelines for scoping reviews guidelines was conducted. With librarian support, four databases were searched for publications related to leadership, medical education, and CPD. Publications were screened by two reviewers and three reviewers extracted data. RESULTS: Among 3886 publications, 46 were eligible for a full-text review and 13 met the final inclusion criteria. There was no agreed upon definition of CPD leadership and variable models and approaches to leadership in the literature. Contextual issues shaping CPD (eg, funding, training, and information technology) are evolving. We identified several attitudes and behaviors (eg, strategic thinking), skills (eg, collaboration), and knowledge (eg, organizational awareness) important to CPD leadership, but no established set of unique competencies. DISCUSSION: These results offer the CPD community a foundation on which competencies, models, and training programs can build. This work suggests the need to build consensus on what CPD leadership means, what CPD leaders do, and what they will need to create and sustain change. We suggest the adaptation of existing leadership frameworks to a CPD context to better guide leadership and leadership development programs.

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)0.093
metaresearch head score (Gemma)0.244
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.093
Threshold uncertainty score0.493

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0930.244
Meta-epidemiology (narrow)0.0030.003
Meta-epidemiology (broad)0.0050.006
Bibliometrics0.0540.047
Science and technology studies0.0040.006
Scholarly communication0.0120.013
Open science0.0060.008
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0040.001

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 head0.283
GPT teacher head0.534
Teacher spread0.251 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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

Citations5
Published2023
Admission routes1
Has abstractyes

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