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Record W3164576102 · doi:10.20355/jcie29443

Effective Indigenization of Curriculum in Canada and New Zealand: Towards Culturally Responsive Pedagogies

2021· article· en· W3164576102 on OpenAlex
Edward R. Howe, Shelly Johnson, Fiona Te Momo

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.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Contemporary Issues in Education · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsThompson Rivers University
Fundersnot available
KeywordsIndigenizationCurriculumIndigenousPedagogySociologyGovernment (linguistics)Context (archaeology)Political scienceTraditional knowledgeTreaty of WaitangiPublic administrationPublic relationsLawTreaty

Abstract

fetched live from OpenAlex

In this paper, we critically examine culturally responsive pedagogies in Canada and New Zealand. As each nation has a wide range of government policies and education systems, we focus our investigation on indigenization of teacher education programs at one institution within each cultural context. We are in search of best practices in terms of indigenizing the curriculum and effective ways to facilitate the gradual acculturation of novice teachers. Moreover, we seek to find out how these unique, exemplary programs are responding to calls to action (Truth and Reconciliation Commission in Canada and Ka Hikitia in New Zealand) in light of the United Nations Declaration on the Rights of Indigenous Peoples as a framework for reconciliation. The New Zealand Maori cultural context provides a mirror for us to reflect on Canada’s curriculum reform efforts to embed Indigenous ways of knowing into teacher education. For, it is teachers who ultimately can lead the way to advancing Indigenous perspectives, reversing decades of assimilation policies, evoking social change, and providing the bridge between government rhetoric and meaningful student learning.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.223
Threshold uncertainty score0.979

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.043
GPT teacher head0.379
Teacher spread0.336 · 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