MétaCan
Menu
Back to cohort
Record W2938279950 · doi:10.7202/1058294ar

Les persécutions liées à l’orientation sexuelle : un « nouveau » motif pour octroyer le statut de réfugié en Belgique ?1

2019· article· fr· W2938279950 on OpenAlexaffvenue
Ahmed Hamila

Bibliographic record

VenuePolitique et Sociétés · 2019
Typearticle
Languagefr
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsPolitical scienceHumanitiesArt

Abstract

fetched live from OpenAlex

La Belgique est l’un des premiers pays européens où l’autorité chargée du traitement des demandes d’asile, le Commissariat général aux réfugiés et aux apatrides (CGRA), a mis à la disposition de ses officiers de protection des instruments spécifiques pour traiter les dossiers des demandeurs d’asile persécutés en raison de leur orientation sexuelle. Cet article défend la thèse selon laquelle les trois différentes phases de développement de ces instruments au sein du CGRA (émergence entre 2000 et 2004, stabilisation entre 2005 et 2009, verrouillage à partir de 2010), du fait de leur matérialité et de leur rationalité propre, ont mené à la reconnaissance de facto d’un « nouveau » motif d’octroi du statut de réfugié. En ouvrant la « boîte noire » de l’administration de l’asile, l’analyse permet de dépasser les explications en termes d’européanisation, de diffusion d’instruments, d’évolutions culturelles et sociales et de volontarisme politique, évoquées dans la littérature pour justifier l’élargissement de la définition du réfugié aux personnes persécutées en raison de leur orientation sexuelle.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.243
Threshold uncertainty score0.483

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.007
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.035
GPT teacher head0.402
Teacher spread0.367 · 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 designQualitative
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

Citations9
Published2019
Admission routes2
Has abstractyes

Explore more

Same venuePolitique et SociétésSame topicMigration, Refugees, and IntegrationFrench-language works237,207