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Record W238428415 · doi:10.14288/cjne.v35i1.196537

Multiliteracies Pedagogy in Language Teaching: An Example from an Innu Community in Quebec

2021· article· en· W238428415 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueOpen Collections · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicSecond Language Learning and Teaching
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousPedagogyGrassrootsSociologyCurriculumContext (archaeology)Indigenous languageIndigenous educationLiteracyPolitical scienceGeographyPoliticsLaw

Abstract

fetched live from OpenAlex

The use of multiliteracies pedagogy is one approach that we consider well-suited toCanadian Indigenous contexts where language teaching must he responsive to localrealities and driven by local needs. Multiliteracies pedagogy includes a multiplicity ofdiscourses, forms of text (oral, written, digital), language registers, and languages, re­flecting the diverse societies in which learners live. Curriculum is jointly negotiatedby teachers and learners. We illustrate the potential of this pedagogical approach withexamples from an Indigenous community in Quebec. The Innu community of OlamenShipu furnishes an example of Indigenous knowledge underpinning and informinggrassroots-built multiliteracies pedagogy. Although multiliteracies pedagogy was de­veloped and theorized outside the Indigenous context, we show it to be completely com­patible with and, in many respects, identical to traditional Indigenous pedagogies.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.126
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0030.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0090.000

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 head0.071
GPT teacher head0.352
Teacher spread0.281 · 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