MétaCan
Menu
Back to cohort
Record W4412818646 · doi:10.32316/hse-rhe.2025.5387

Le projet SOFATI : du développement de l’enseignement secondaire technique au rayonnement diplomatique du Canada au Cameroun

2025· article· fr· W4412818646 on OpenAlexvenueaboutno aff
Sedric Darlyl Ntemfack, Theodore Ngoufo Sogang

Bibliographic record

VenueHistorical Studies in Education / Revue d histoire de l éducation · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesArt

Abstract

fetched live from OpenAlex

Les projets de développement éducatif menés par des pays du Nord dans les États en voie de développement profitent-ils essentiellement à ces derniers? Cette étude explore cette question en analysant la mise en place et les retombées multiformes issues du projet éducatif mené par la firme canadienne SOFATI au Cameroun dès 1987. L’analyse repose sur une variété de sources, notamment des archives écrites et iconographiques, ainsi que des témoignages d’anciens apprenants et enseignants. Ce partenariat a en fait bénéficié aux deux parties, puisque les constructions scolaires et la formation d’enseignants camerounais ont amélioré la qualité de l’enseignement technique au Cameroun tout en renforçant l’image et l’attractivité du Canada. Toutefois, le Cameroun demeure dépendant des partenaires extérieurs pour la réalisation de grands projets éducatifs. C’est pourquoi il convient de mettre l’accent sur le développement des capacités d’autonomisation dans tout projet d’assistance technique.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.957
Threshold uncertainty score0.386

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0120.007
Scholarly communication0.0050.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.001

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 head0.027
GPT teacher head0.287
Teacher spread0.260 · 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 designNot applicable
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
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueHistorical Studies in Education / Revue d histoire de l éducationSame topicCanadian Identity and HistoryFrench-language works237,207