MétaCan
Menu
← Back to cohort
Record W4413006287 · doi:10.1177/17151635251366129

Le PPC comme moyen de renforcer le pouvoir d’agir des professionnels de la pharmacie : la plateforme <i>CPhA Learning</i>

2025· article· fr· W4413006287 on OpenAlexvenueno aff
Kelly Chen, S.H. Pupung Faisal

Bibliographic record

VenueCanadian Pharmacists Journal / Revue des Pharmaciens du Canada · 2025
Typearticle
Languagefr
FieldHealth Professions
TopicHealthcare Systems and Practices
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

À l'instar du champ d'exercice des pharmaciens, le monde passionnant du perfectionnement professionnel continu (PPC) a lui aussi évolué et pris de l'expansion.Jouant un rôle sans cesse grandissant en tant que membres essentiels de l'équipe de soins, les pharmaciens, de nos jours, fournissent plus de services cliniques que jamais, notamment l'évaluation et le traitement d'affections courantes, la déprescription, les services de santé aux voyageurs, la prescription et l'administration de vaccins, et plus encore.Les pharmaciens profitent désormais d'un champ d'exercice élargi, d'où la nécessité de conserver une longueur d'avance en répondant à leurs besoins en matière de possibilités de formation, afin qu'ils puissent se tenir à jour et continuer d'avoir confiance dans leurs connaissances et leurs compétences, quel que soit le stade de leur carrière.

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)0.010
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.535
Threshold uncertainty score0.935

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.021
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0040.005
Scholarly communication0.0080.004
Open science0.0030.005
Research integrity0.0060.010
Insufficient payload (model declined to judge)0.0370.011

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 head0.076
GPT teacher head0.421
Teacher spread0.345 · 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 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
Published2025
Admission routes1
Has abstractno

Explore more

Same venueCanadian Pharmacists Journal / Revue des Pharmaciens du Canada→Same topicHealthcare Systems and Practices→French-language works237,207→