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Record W4416878322 · doi:10.4000/1597s

Lanceur d’alerte ou informateur de police : quand le statut du dénonciateur influence le régime de protections

2025· article· W4416878322 on OpenAlexaffvenueabout
Patricia Akiobe

Bibliographic record

VenueÉthique Publique · 2025
Typearticle
Language
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsMinistère de l’Emploi et de la Solidarité Sociale (Québec)
Fundersnot available
KeywordsWorkaroundLegislationPoison controlCriminal liability

Abstract

fetched live from OpenAlex

À partir d’une analyse croisée des sources normatives et jurisprudentielles, du droit souple et des rapports institutionnels, cet article met en lumière les lacunes du régime canadien de protection des lanceurs d’alerte. En s’appuyant sur la logique institutionnelle du privilège de l’informateur en droit criminel, il soutient que le statut du dénonciateur devrait poursuivre la même finalité, à savoir assurer l’efficacité des mécanismes de divulgation, prévenir les représailles et alléger les contraintes probatoires. Le modèle proposé associe des garanties de confidentialité à une présomption légale de lien causal entre la divulgation et le traitement défavorable, afin de rééquilibrer la charge et le poids de la preuve.

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)0.020
metaresearch head score (Gemma)0.093
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.027
Threshold uncertainty score0.105

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.093
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0050.012
Scholarly communication0.0140.008
Open science0.0020.006
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0140.002

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 head0.016
GPT teacher head0.293
Teacher spread0.277 · 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 designTheoretical or conceptual
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 routes3
Has abstractyes

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