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Record W7078717877 · doi:10.14288/1.0449940

Reimagining the requirements of indigenous identity : taking into consideration the experiences of urban indigenous people

2025· article· en· W7078717877 on OpenAlexaboutno aff

Bibliographic record

VenuecIRcle (University of British Columbia) · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousColonialismSovereigntyCorporate governanceIdentity (music)Government (linguistics)Power (physics)

Abstract

fetched live from OpenAlex

The Indian Act controls and validates Indigenous peoples’ identity, membership, and sovereignty. First Nations have absorbed colonial mentalities surrounding authenticity have been absorbed by some First Nations and has been reified in certain dialogues surrounding resurgence. These colonial mentalities have had an especially negative effect on urban Indigenous people and have led to their existence as legitimate, self-determining entities going unrecognized. There is a tension between in resurgence theories that call for the complete separation of First Nations and Canadian government and Urban Indigenous governance. Urban Indigenous collectives represent the intermixing of Indigenous and Canadian culture and their governance systems rely on the overlapping authority and power. The nature of urban Indigenous governance further reveals the necessity of relational sovereignty and creating an environment in which multiple forms of power can co-exist.

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)0.004
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.638
Threshold uncertainty score0.719

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0230.029
Scholarly communication0.0090.006
Open science0.0020.010
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.011
GPT teacher head0.208
Teacher spread0.197 · 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 designQualitative
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

Explore more

Same venuecIRcle (University of British Columbia)→Same topicGeochemistry and Geologic Mapping→French-language works237,207→