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Record W4306248799 · doi:10.3917/seve1.073.0029

Évolutions des médecins hospitaliers, conséquences des surspécialités sur l’organisation des soins

2022· article· fr· W4306248799 on OpenAlexaff
J. Y. Grall, Raymond Le Moign, Vincent Piriou

Bibliographic record

VenueLes Tribunes de la santé · 2022
Typearticle
Languagefr
FieldHealth Professions
TopicHealthcare Systems and Practices
Canadian institutionsJewish General Hospital
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

L’évolution de toutes les disciplines médicales et chirurgicales se fait vers l’hyper- spécialisation, en lien avec le développement de la recherche et des technologies. La population souhaite, à juste titre, pouvoir bénéficier d’une médecine de proximité non spécialisée, et d’une médecine hyperspécialisée, cette dernière étant présente dans les CHU et les établissements de grande taille. Cela doit s’intégrer dans un maillage territorial permettant une gradation des soins intégrant les CHU, les établissements de taille plus modeste et la médecine de ville. L’appareil de formation doit s’adapter en formant des médecins hyperspécialisés et plus généralistes, y compris dans les spécialités médicales. De nouvelles disciplines apparaissent, y compris dans les CHU, telle que la médecine polyvalente hospitalière qui est un exercice médical transversal particulièrement adapté aux filières de post-urgence. Cette organisation de la médecine hyperspécialisée doit s’intégrer dans les évolutions de nos établissements de santé, à travers des plateaux techniques partagés.

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)0.009
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, 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 score0.454
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.005
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0100.002
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0080.000

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 head0.111
GPT teacher head0.457
Teacher spread0.347 · 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

Citations1
Published2022
Admission routes1
Has abstractyes

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