MétaCan
Menu
Back to cohort

L’intégration professionnelle de médecins diplômés à l’étranger au Québec : un enjeu d’envergure en santé mondiale

2012· article· fr· W1538599729 on OpenAlexaffabout
Marie-Jeanne Blain, José Carlos Suárez-Herrera, Sylvie Fortin

Bibliographic record

VenueAnthropologie et santé · 2012
Typearticle
Languagefr
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsÉcole Nationale d'Administration PubliqueUniversité de MontréalHEC Montréal
Fundersnot available
KeywordsPolitical scienceHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

Dans un contexte où les processus de production et de transfert des expertises techniques sont imbriqués dans une logique de marché à l’échelle mondiale, les systèmes de santé contemporains sont interpellés par de nombreux défis liés à la mobilité internationale des professionnels de la santé. Nous inspirant de diverses approches de l’anthropologie de la santé et de la sociologie des organisations, nous souhaitons examiner les dynamiques complexes qui se tissent entre des phénomènes globaux associés à la mondialisation des sociétés contemporaines et des enjeux locaux associés à la mobilité internationale des professionnels de la santé, plus spécifiquement, l’intégration de médecins diplômés à l’étranger sur le marché du travail québécois. Cet article vise à souligner la contribution d’une approche socio-anthropologique de la santé mondiale afin de mettre au jour l’interrelation entre des jeux de pouvoir locaux et des inégalités sociales à l’échelle mondiale.

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)0.005
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 categoriesResearch integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.218
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0030.002
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0320.005

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 head0.056
GPT teacher head0.483
Teacher spread0.426 · 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 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

Citations3
Published2012
Admission routes2
Has abstractyes

Explore more

Same venueAnthropologie et santéSame topicGlobal Health Workforce IssuesFrench-language works237,207