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Record W7003557835

[no title]

2021· other· en· W7003557835 on OpenAlexaboutno aff

Bibliographic record

VenueDirectory of Open access Books (OAPEN Foundation) · 2021
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)IndigenousIdentity (music)Gateway (web page)Traditional knowledge
DOInot available

Abstract

fetched live from OpenAlex

Blackfoot Ways of Knowing is a journey into the heart and soul of Blackfoot culture. In sharing her personal story of "coming home" to reclaim her identity within that culture, Betty Bastien offers us a gateway into traditional Blackfoot ways of understanding and experiencing the world. As a scholar and researcher, Bastien is also able to place Blackfoot tradition within the context of knowledge building among indigenous peoples generally, and within a historical context of precarious survival amid colonial displacement and cultural genocide. In mapping her own process of coming to know, Bastien stresses the recovery of the Blackfoot language and of the Blackfoot notions of reciprocal responsibilities and interdependence. For the Siksikaitsitapi, knowledge is experiential, participatory, and ultimately sacred, rather than objective and inert. Rekindling traditional ways of knowing is essential if First Nations people in Canada are to heal and rebuild their communities and cultures. By sharing what she has learned, Betty Bastien hopes to ensure that the next generation of First Nations people will enjoy a future of hope and peace.

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 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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Open science, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Open science, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.317
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0020.003
Meta-epidemiology (broad)0.0050.001
Bibliometrics0.0030.002
Science and technology studies0.0010.001
Scholarly communication0.0120.008
Open science0.0230.015
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.3070.007

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 head0.145
GPT teacher head0.454
Teacher spread0.309 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2021
Admission routes1
Has abstractyes

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