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Record W2154716219 · doi:10.7202/009493ar

Débuts de la littératie, langue et culture : perspective socioculturelle

2004· article· fr· W2154716219 on OpenAlexvenueno aff
Susan Burns, Linda Espinosa, Catherine E. Snow

Bibliographic record

VenueRevue des sciences de l éducation · 2004
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Language Learning Methods
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPsychologySociologyArt

Abstract

fetched live from OpenAlex

Le présent article fait suite au rapport Preventing reading difficulties in young children auquel Snow et Burns ont participé. La principale conclusion de ce rapport est que l’apprentissage de l’écrit, du préscolaire à la troisième année du primaire, est déterminant pour l’avenir des enfants. Le texte présente les fondements scientifiques qui sous-tendent les recherches sur lesquelles le rapport s’est appuyé pour dégager ses conclusions et ses recommandations d’intervention. Il complète les données du rapport par une revue des recherches sur les enfants allophones et l’efficacité des mesures d’éducation préscolaire mises en place pour favoriser l’apprentissage de la langue d’enseignement et leur intégration dans le système scolaire.

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)0.002
metaresearch head score (Gemma)0.004
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 score0.059
Threshold uncertainty score0.117

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0040.006
Scholarly communication0.0060.003
Open science0.0000.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.171
GPT teacher head0.464
Teacher spread0.293 · 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

Citations28
Published2004
Admission routes1
Has abstractyes

Explore more

Same venueRevue des sciences de l éducationSame topicFrench Language Learning MethodsFrench-language works237,207