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Promotion de la santé en soins primaires: enseignements du 6e symposium du Groupe francophone de soins primaires

2025· article· fr· W4410173965 on OpenAlexaff
Thérèse Van Durme, Christine Cohidon, Hubert Jamart, Géraldine Layani, Aline Ramond‐Roquin, Nicolas Senn, Louis Van Maele, Mylaine Breton

Bibliographic record

VenueRevue Médicale Suisse · 2025
Typearticle
Languagefr
FieldHealth Professions
TopicSchool Health and Nursing Education
Canadian institutionsUniversité de SherbrookeUniversité de Montréal
Fundersnot available
KeywordsPolitical scienceMedicine

Abstract

fetched live from OpenAlex

Integrating health promotion into primary care is critical to transforming healthcare systems. While many promising initiatives exist, their sustainability and scalability remain key challenges. Major barriers include limited institutional recognition, lack of understanding by policymakers, weak evaluation culture, and undervaluation in public policies. Local solutions are essential, but require systemic support, including cross-sectoral collaboration, funding, and training. A paradigm shift is needed to empower individuals and communities. Successful integration depends on investing resources to support sustained collaboration among policymakers, professionals, and populations, and to foster an evaluation culture.

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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.423
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.001

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 head0.019
GPT teacher head0.385
Teacher spread0.366 · 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 teacher head, not a consensus.

Study designObservational
Domainnot available
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

Citations0
Published2025
Admission routes1
Has abstractyes

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