MétaCan
Menu
Back to cohort
Record W2415864795

Practice-based small group learning: what are the motivations to become and continue as a facilitator? A qualitative study.

2011· article· en· W2415864795 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

VenuePubMed · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsnot available
Fundersnot available
KeywordsFacilitatorFocus groupFacilitationQualitative researchPerceptionMedical educationPeer supportSmall group learningOpen access publishingPsychologyGroup workMedicineNursingSocial psychologyComputer scienceWorld Wide WebSociology
DOInot available

Abstract

fetched live from OpenAlex

INTRODUCTION: Practice-based small group learning (PBSGL) originated in Canada and has spread to Scotland. After a successful pilot in 2004, there has been rapid growth in the number of participants in Scotland, particularly among general practitioners (GPs). Growth of participant numbers has required the recruitment and retention of trained peer facilitators who help PBSGL groups to learn. It was not known what the perceptions and experiences of PBSGL facilitators were; in particular what had motivated them to become and continue as facilitators. METHOD: Two focus groups of PBSGL facilitators were held; their discussions were audio-recorded and transcribed with permission. Data generated were coded, and themes were constructed from these codes. RESULTS: Participants found facilitation work to be enjoyable and useful. They had positive past experiences of problem-based learning and of small group learning. Older facilitators had experiences gained through their involvement in GP registrar training. Some of the younger facilitators saw the programme as being a method to enhance and advance their careers. There were anxieties about recruiting new PBSGL groups from potential members relatively unknown to facilitators. Once groups were established, facilitators felt there was little need for further support. DISCUSSION: Participants were enthusiastic about PBSGL facilitation, suggesting that the programme will continue and may grow further. Their positive perceptions and experiences should reassure potential new facilitators.

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)0.007
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.104
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.113
GPT teacher head0.340
Teacher spread0.227 · 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