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Record W4410404710 · doi:10.7202/1117819ar

Une surveillance éducative ?

2025· article· fr· W4410404710 on OpenAlexvenueno aff
Lili Soussoko

Bibliographic record

VenueCriminologie · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsComputer scienceBusiness

Abstract

fetched live from OpenAlex

En mobilisant une large enquête qualitative conduite à l’échelle locale, l’article examine les rationalités entremêlées du travail mené au sein des cellules préfectorales de prévention de la radicalisation (CPRAF) en France. Il réinterroge l’hypothèse d’un processus de sécuritisation du travail sociosanitaire induit par le paradigme préventif de la lutte contre le terrorisme. L’analyse montre plus précisément que la logique de sécuritisation ne se restreint pas ici à l’enrôlement des acteurs psychosociaux dans la détection des personnes constituées comme des menaces pour la sécurité et l’ordre publics. Elle passe plutôt par un brouillage des mandats professionnels au sein de ces partenariats. Le contrôle préventif des populations « à risque » et l’accompagnement éducatif ou thérapeutique des individus dits vulnérables apparaissent en ce sens comme des objectifs placés tour à tour au service de l’autre, transformant la conception traditionnelle du soin et de l’accompagnement social.

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)0.024
metaresearch head score (Gemma)0.042
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.024
Threshold uncertainty score0.128

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.042
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.002
Science and technology studies0.0060.013
Scholarly communication0.0130.016
Open science0.0010.007
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0120.001

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 head0.248
GPT teacher head0.433
Teacher spread0.185 · 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 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

Citations1
Published2025
Admission routes1
Has abstractyes

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