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Record W6959006196 · doi:10.6084/m9.figshare.c.7056066

From field of dreams to back to the future? Exploring barriers to participating in continuing professional development (CPD) programs

2024· other· en· W6959006196 on OpenAlexaffabout

Bibliographic record

VenueFigshare · 2024
Typeother
Languageen
FieldMaterials Science
TopicEnzyme Structure and Function
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsFeelingRacismProfessional developmentFocus groupSet (abstract data type)Faculty developmentRural area

Abstract

fetched live from OpenAlex

Abstract Background In 2009, Yvonne Steinert et al., at McGill University, published a study exploring barriers to faculty development (FD) participation among urban faculty. Over a decade later, we set out to replicate and expand on that study to learn what has changed in continued professional development (CPD) and what the current barriers are to participation in CPD for specialists and family physicians in rural and urban locations. Methods Informed by a collaborative inquiry research framework, we invited faculty across rural and urban Saskatchewan to focus groups and interview sessions. The results were analyzed for themes. Results Thirty-four faculty members from both rural and urban areas participated in this study. Of these, 50% were female, 74% practiced in urban areas, and 56% had over 20 years of experience. Frequently cited reasons for nonparticipation included time constraints, organizational and logistical challenges, poor resonance with material and presenters, and lack of recognition for teaching provided. Racism contributed to feelings of disconnectedness among physician faculty members. Conclusion Even after more than a decade, our research uncovered consistent reasons for nonparticipation in locally organized CPD events. New findings highlighted feelings of disconnectedness, notably stemming from racism and workplace discrimination. However, with recent societal developments brought about by the COVID-19 pandemic, can we ride these major waves of change to a new future of engagement? The pandemic led to a shift to virtual and hybrid professional development programs, presenting both benefits and challenges. Additionally, the peri-COVID anti-racism movement may positively address previously unidentified reasons for nonattendance. Harnessing these major changes could lead to a new future of engagement for continued professional development.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.392
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.2260.005

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 head0.046
GPT teacher head0.294
Teacher spread0.247 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2024
Admission routes2
Has abstractyes

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