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Record W7082162054 · doi:10.11575/prism/49676

Reconciliatory Fiduciary Theory: Renewing Fiduciary Law’s Applicability in the Relationship between Indigenous Peoples and the Crown in Canada

2025· other· en· W7082162054 on OpenAlexaboutno aff

Bibliographic record

VenueOpen MIND · 2025
Typeother
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsFiduciaryIndigenousColonialismSovereigntyIndigenous rightsState (computer science)

Abstract

fetched live from OpenAlex

The relationship between Indigenous peoples and the Crown is one that has been corrupted by illogical conceptions of settler colonial dominance over Indigenous peoples and their inherent nationhood. This colonization has influenced Crown actions towards their Indigenous constitutional partners and resulted in real harms to the wellbeing of Indigenous peoples and sovereignty. Although the relationship between the Crown and Indigenous peoples has been referred to as a sui generis one, it has not followed foundational principles that guarantee the protection and preservation of Indigenous sovereignty. Instead, the colonial status quo has scoured Canada’s history and prevented fiduciary law’s equitable powers from addressing and guiding intelligible, ethical, moral, and honourable actions to Indigenous peoples by the Crown. This requires a tangible shift in how we define the relationship between Indigenous peoples and the Crown. It requires a recognition of clear guiding principles from private and public fiduciary theory that can be flexibly applied to factual situations of the Indigenous-Crown relationship. To do so, we must understand the theoretical conceptions of Reconciliatory Fiduciary Theory and its applicability to the current state of the law. Applying this Reconciliatory Fiduciary lens to the relationship reveals a lack of conceptual understanding of sui generis duties and plots a course that identifies preservation of Indigenous sovereignty as its foundational aim. Reconciliatory Fiduciary Theory recognizes the inherent rights of Indigenous peoples and the failures that colonial law has imparted in understanding these sovereign rights, reinvigorating the relationship by acknowledging the fiduciary role of the Crown and its honourable duties to bolster and respect Indigenous sovereignty.

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)0.005
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.171
Threshold uncertainty score0.962

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0330.050
Scholarly communication0.0150.005
Open science0.0030.006
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0040.000

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 head0.034
GPT teacher head0.257
Teacher spread0.224 · 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 designTheoretical or conceptual
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

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