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Record W4413877783 · doi:10.4000/14k41

Synthèse de la Session Semi-plénière « Sociologie dans, depuis et sur les Outre-mers », du 6 juillet 2023, Congrès de l’Association française de sociologie, Lyon

2025· article· fr· W4413877783 on OpenAlexaff
Justine Berthod, Florence Ihaddadène, Marie Thiann-Bo Morel

Bibliographic record

VenueSocio-logos · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsCentre Hospitalier Universitaire Sainte-Justine
Fundersnot available
KeywordsHumanitiesPolitical scienceArt

Abstract

fetched live from OpenAlex

Lors de la semi-plénière du groupe SocioOM à l’AFS 2023, quatre chercheur·ses – Audrey Célestine, Valélia Muni-Toké, Live Yu-Sion et Marine Haddad – ont partagé leurs expériences de la sociologie dans, depuis et sur les territoires dits d’Outre-mer. Ces échanges ont mis en lumière les difficultés institutionnelles rencontrées dans des contextes où les structures académiques locales en sociologie sont souvent faibles ou absentes. Les intervenant·es ont évoqué les enjeux de la production de savoirs dans ces territoires, les tensions autour de la visibilité scientifique, ainsi que les défis méthodologiques et éthiques spécifiques à ces terrains. Trois temps ont structuré la session : expériences de terrain, enjeux de visibilité, et méthodologies, avant un échange avec le 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)0.009
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.237
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.010
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0030.003
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0030.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.031
GPT teacher head0.337
Teacher spread0.306 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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