MétaCan
Menu
Back to cohort
Record W2034967185 · doi:10.7202/040684ar

Notes critiques sur l’histoire de la collecte de données statistiques

2008· article· fr· W2034967185 on OpenAlexaffvenueabout
Jean-Pierre Beaud

Bibliographic record

VenuePolitique · 2008
Typearticle
Languagefr
FieldMathematics
TopicCensus and Population Estimation
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsHumanitiesPhilosophyPolitical science

Abstract

fetched live from OpenAlex

Alors que les appareils statistiques de France, de Grande-Bretagne et des États-Unis ont fait l'objet d'études souvent très fouillées, Statistique Canada et ses prédécesseurs n'ont pas vraiment jusqu'ici retenu l'attention des spécialistes des sciences sociales. Et pourtant l'expérience canadienne en matière de collecte de données statistiques est loin de n'être qu'un décalque des expériences américaine et britannique (pour ne prendre que celles qui, a priori, pouvaient fortement l'influencer). Un ouvrage comme Pour une histoire de la statistique, véritable encyclopédie consacrée à la production de l'information statistique en France et dans quelques pays d'Europe, devrait, du fait des très riches analyses qu'il renferme, susciter tout particulièrement l'intérêt des politologues d'ici. Des thèmes comme celui du lien entre construction de l'État et développement des instruments d'enquête, ou comme celui des rapports entre administration statistique et recensés, appartiennent sans contexte au champ de la science politique.

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)0.077
metaresearch head score (Gemma)0.155
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.989
Threshold uncertainty score0.410

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0770.155
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0100.020
Science and technology studies0.0110.038
Scholarly communication0.0210.008
Open science0.0030.005
Research integrity0.0030.009
Insufficient payload (model declined to judge)0.0050.001

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 head0.057
GPT teacher head0.336
Teacher spread0.280 · 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 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

Citations0
Published2008
Admission routes3
Has abstractyes

Explore more

Same venuePolitiqueSame topicCensus and Population EstimationFrench-language works237,207