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Record W4388665933 · doi:10.54056/zjox9711

Institutional Explanations for the Persistence of Poverty on First Nations Reserves in Canada: A Review of the Native American Economic Development Literature

2023· review· en· W4388665933 on OpenAlexaffabout
Liam Kelly

Bibliographic record

VenueJournal of Aboriginal Economic Development · 2023
Typereview
Languageen
FieldEconomics, Econometrics and Finance
TopicNatural Resources and Economic Development
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsCollateralSovereigntyPovertyReservationAutonomyDevelopment economicsPolitical scienceEconomic growthEconomicsFinancePolitics

Abstract

fetched live from OpenAlex

The institutions governing First Nations reserves in Canada are commonly cited as a key barrier to economic development. Despite these claims, few studies have empirically assessed the institutional arrangements governing reserves. Conversely, there is a much larger and more developed literature on Native American economic development and the institutions governing reservations. While there are many important differences between First Nations reserves and Native American reservations, there are several key similarities that allow for comparisons. First, the institutional arrangements governing land, specifically federal trusteeship over land, are broadly similar in both contexts. The restrictions on property, especially the prohibition on using reserve and reservation lands as collateral, also create important similarities in the availability of credit, mortgages, and other banking services. Finally, while Native American tribes generally have more sovereignty over their lands and economies, First Nations are increasingly reclaiming the right to manage their lands and economies with similar levels of autonomy. This review summarizes the Native American economic development literature in these three areas and identifies relevant considerations for First Nations in Canada. The article concludes with a discussion of future research priorities.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.158
Threshold uncertainty score0.318

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.012
Science and technology studies0.0020.002
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.059
GPT teacher head0.291
Teacher spread0.232 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations2
Published2023
Admission routes2
Has abstractyes

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