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Record W4200321844 · doi:10.46827/ejes.v8i12.4054

CONCEPTION D’UN LIVRE NUMÉRIQUE SUR LES CIRCUITS ÉLECTRIQUES ET FORMATION DES ENSEIGNANTS / DESIGN OF A NUMERIC BOOK ON ELECTRIC CIRCUITS AND TEACHER EDUCATION

2021· article· fr· W4200321844 on OpenAlex
Abdeljalil Métioui

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEuropean Journal of Education Studies · 2021
Typearticle
Languagefr
FieldSocial Sciences
TopicScience Education and Pedagogy
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsHumanitiesSociologyPhilosophy

Abstract

fetched live from OpenAlex

<p>Dans la présente recherche, nous présentons un résumé des travaux réalisés de par le monde sur la formation scientifique des enseignants des écoles primaires et nous verrons qu’elle est insuffisante pour initier les élèves aux sciences. Ensuite, nous esquissons une synthèse des recherches qui développent des environnements didactiques axés sur l’expérimentation, en vue d’aider les enseignants à acquérir les rudiments de la démarche expérimentale. Finalement, nous illustrons la structure générale d'un livre numérique portant sur l'expérimentation relative aux fonctionnements de circuits électriques simples, suivis de quelques commentaires d'étudiants québécois en formation qui l'ont étudié dans le cadre d'un cours universitaire portant sur la didactique des sciences et des technologies, au primaire.</p><p> </p><p>In this research, we present a summary of the work done around the world on the scientific training of primary school teachers and we will see that their training is deficient. Then, we sketch a synthesis of research that develops didactic environments focused on experimentation, to give teachers, the basics of the experimental approach. Finally, we illustrate the general structure of a digital book on experimentation related to the operation of simple electrical circuits, followed by some comments from Quebec students in training who experimented with it in a university course on the didactics of sciences and technologies at the primary level.</p><p> </p><p><strong> Article visualizations:</strong></p><p><img src="/-counters-/edu_01/0975/a.php" alt="Hit counter" /></p>

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.695
Threshold uncertainty score0.958

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.182
GPT teacher head0.372
Teacher spread0.190 · 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