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Record W1481836495 · doi:10.7202/005210ar

Flou institutionnel et formalisation des pratiques de l'informel: les expériences d'insertion professionnelle des jeunes à Bruxelles

2002· article· fr· W1481836495 on OpenAlexvenueno aff
Nouria Ouali, Andréa Réa

Bibliographic record

VenueLien social et Politiques · 2002
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceSociologyHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

La crise économique et sociale et la crise de l'État Providence ont eu comme conséquence l'augmentation de l'intervention du secteur informel, du monde associatif, dans des domaines comme la formation et l'insertion professionnelles, notamment des jeunes. En outre, la réforme de l'État a complexifié l'intervention des pouvoirs publics tout en diminuant l'importance des services publics dans ces domaines. Plutôt que de développer une nouvelle politique, les pouvoirs publics mettent en œuvre une politique de formalisation des pratiques du secteur informel, qui devient un acteur reconnu. Mais par cette transaction, le secteur informel a gagné en moyens d'intervention et a perdu en liberté d'action et de revendication.

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)0.009
metaresearch head score (Gemma)0.016
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.078
Threshold uncertainty score0.154

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.016
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0250.028
Scholarly communication0.0100.005
Open science0.0010.009
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0060.001

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 head0.073
GPT teacher head0.361
Teacher spread0.288 · 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

Citations2
Published2002
Admission routes1
Has abstractyes

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