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Record W3166783230 · doi:10.15402/esj.v7i1.69979

wahkotowin: Reconnecting to the Spirit of nêhiyawêwin (Cree Language)

2021· article· en· W3166783230 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueEngaged Scholar Journal Community-Engaged Research Teaching and Learning · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsIndigenousAutonomyReciprocity (cultural anthropology)CeremonyInsiderSociologyIndigenous languagePneumatologyAgency (philosophy)LawPolitical scienceSocial scienceTheologyPhilosophyEcology

Abstract

fetched live from OpenAlex

The Spirit of the Language project looks to the Spirit of nêhiyawêwin (Cree language), sources of disconnection between nêhiyawak (Cree people) in Treaty 6 and the Spirit of nêhiyawêwin, and the process of reconnection to the Spirit of the language as voiced by nêhiyawak. The two researchers behind this project are nêhiyaw language-learners who identify as insider-outsiders in this work. The work is founded in Indigenous Research Methodologies, with a particular respect to ceremony, community protocol, consent, and community participation, respect and reciprocity. We identified the Spirit of the language as having three distinct strands: history, harms, and healing. The Spirit of Indigenous languages is dependent on its history of land, languages, and laws. We then identified the harms or catalysts of disconnect from the Spirit of the language as colonization, capitalism, and Christianity. The results of our community work have identified the methods for healing, or reconnecting to the Spirit of language, by way of autonomy, authority, and agency.

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)0.838
metaresearch head score (Gemma)0.368
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.759
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.8380.368
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.7590.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.508
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 head0.126
GPT teacher head0.428
Teacher spread0.302 · 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