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Record W2070679616 · doi:10.7202/007189ar

Présentation

2003· article· fr· W2070679616 on OpenAlexvenueaboutno aff
Madeleine Gauthier

Bibliographic record

VenueRecherches sociographiques · 2003
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

La mobilité géographique n’est pas un phénomène nouveau, mais a pris de l’importance chez les jeunes adultes au cours des dernières décennies. L’ampleur en est d’autant plus apparente qu’elle n’est plus masquée par l’accroissement démographique naturel. Les explications du phénomène ont cependant changé et suivent en cela les tendances sociales de l’époque : qu’il suffise de mentionner la facilité de déplacement favorisée par les moyens de communication de même que la quête de formation et d’expériences liée aux exigences contemporaines d’insertion sociale et professionnelle. Une enquête fut effectuée au Québec au cours des dernières années. Des entretiens ont fourni un riche matériel qualitatif et ont été suivis d’un sondage représentatif de la population auprès de plus de 5 000 individus de 20 à 34 ans. L’analyse de ces données propose plus qu’un constat. Elle constitue une recherche d’explication dont ne rendent plus compte les motifs habituellement évoqués.

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)0.003
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.494
Threshold uncertainty score0.722

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0030.001
Scholarly communication0.0080.004
Open science0.0020.005
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.4940.239

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 head0.167
GPT teacher head0.410
Teacher spread0.243 · 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.

Study designNot applicable
Domainnot available
GenreOther

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

Citations6
Published2003
Admission routes2
Has abstractyes

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