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Canadian model of school history education

2025· article· en· W4413468009 on OpenAlexaboutno aff
Sergiy Kopylov, Volodymyr Dubinskyy, Ivan Borovets

Bibliographic record

VenuePedagogical Education Theory and Practice · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumMulticulturalismState (computer science)PoliticsPolitical historyNarrativeIndigenousMultinational corporationImmigrationPolitical scienceSociologySocial sciencePedagogyLaw

Abstract

fetched live from OpenAlex

The article examines characteristics and peculiarities of teaching history in secondary education in Canada. During the late 20th – early decades of the 21st century, the competition between supranational modernist and national-patriotic methodological approaches can be traced. The former is characterized by schematization, sociologization of history, and alternative approaches to shaping students' historical consciousness, while the latter is focused on the pivotal role of the traditional national grand narrative in history lessons. Since Canada is one of the most prominent examples of a multinational state, the current trend is to adhere to the principles of multiculturalism and tolerance in the process of teaching history to school children. The focus is not only on the history of French and British colonization of Canada, but also on the social development of indigenous peoples (Inuit, Indians, Aleuts) and other national immigrant groups of African, Asian, and European descent. The equal place in school history education of all members of the modern Canadian political nation is emphasized. The achievements of Canadian methodologists in developing practical proposals for organizing history lessons are significant. Their initiatives are aimed at raising general interest and developing students' historical empathy, and formulating research tasks. A positive background is also created by the activities of a number of state and public centers and educational projects that provide methodological materials and primary sources on various historical topics. The Ontario history curriculum demonstrates that modernist methodological tools are preferred in working with students. Instead, the study of history by schoolchildren in Quebec is based on the traditional national-patriotic model with compulsory study of history at all stages of secondary education.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.123
Threshold uncertainty score0.890

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.004
Science and technology studies0.0160.006
Scholarly communication0.0070.002
Open science0.0020.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0350.003

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 head0.221
GPT teacher head0.477
Teacher spread0.256 · 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 designTheoretical or conceptual
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 routes1
Has abstractyes

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