MétaCan
Menu
← Back to cohort
Record W1975898595 · doi:10.7202/022030ar

Évolution démographique des municipalités de l’Outaouais : une étude des bilans migratoires par âge, 1971-1981.

2005· article· fr· W1975898595 on OpenAlexaffvenue
André Langlois

Bibliographic record

VenueCahiers de géographie du Québec · 2005
Typearticle
Languagefr
FieldSocial Sciences
TopicMigration, Aging, and Tourism Studies
Canadian institutionsUniversité LavalUniversity of Ottawa
Fundersnot available
KeywordsPolitical scienceHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

L'étude s'intéresse au problème de la migration de la population des municipalités de l'Outaouais selon les différentes catégories d'âge. Une analyse en composantes principales après transformation KHI, appliquée à une matrice évaluant les écarts entre la population réelle en 1981 et la population estimée à partir d'une hypothèse de population fermée, a permis d'identifier les principaux comportements migratoires associés aux différentes catégories d'âge. Les résultats montrent l'importance du rôle joué par certaines catégories, notamment celles à l'intérieur desquelles des changements dans la composition du ménage ont une plus grande probabilité d'occurrence. Enfin, l'analyse des notes factorielles souligne le caractère particulier des municipalités de la Communauté régionale de l'Outaouais par rapport à celles se situant dans les municipalités régionales de comté de l'Outaouais.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.079
Threshold uncertainty score0.158

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.005
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.016
GPT teacher head0.255
Teacher spread0.239 · 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 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

Citations2
Published2005
Admission routes2
Has abstractyes

Explore more

Same venueCahiers de géographie du Québec→Same topicMigration, Aging, and Tourism Studies→French-language works237,207→