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Record W4376119217 · doi:10.3917/empa.129.0075

La santé communautaire aux temps de la Covid‑19

2023· article· fr· W4376119217 on OpenAlexaff
Jean-Charles Basson, Faïza Benmerzouka

Bibliographic record

VenueEmpan · 2023
Typearticle
Languagefr
FieldHealth Professions
TopicHealthcare Systems and Practices
Canadian institutionsSanté Mentale au Québec
Fundersnot available
KeywordsPolitical scienceCoronavirus disease 2019 (COVID-19)2019-20 coronavirus outbreakHumanitiesSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)PhilosophyMedicine

Abstract

fetched live from OpenAlex

Pour le centre de santé communautaire de Toulouse, la pandémie de Covid et le premier confinement qui lui est associé sont une épreuve pour ses salariés et usagers, dont les déterminants sociaux de santé sont gravement compromis. Une de ses médiatrices en témoigne. Elle insiste, d’une part, sur les contraintes inhérentes aux conditions de travail en santé à distance et, d’autre part, sur les peurs et la faim générées par la période traversée dans la douleur. Enfin, elle termine en condamnant les confusions entretenues entre santé publique et ordre public.

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)0.016
metaresearch head score (Gemma)0.008
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 categoriesResearch integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.459
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0050.008

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 head0.183
GPT teacher head0.578
Teacher spread0.395 · 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
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
Published2023
Admission routes1
Has abstractyes

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