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Record W2209489699 · doi:10.7202/1032842ar

A Border without Guards: First Nations and the Enforcement of National Space

2015· article· en· W2209489699 on OpenAlexfundvenueaboutno aff
Benjamin Hoy

Bibliographic record

VenueJournal of the Canadian Historical Association · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
FundersArmy Research OfficeUniversity of WaterlooQueen's UniversityYale UniversityUniversity of CambridgeMcGill UniversityAthabasca UniversityUniversity of Minnesota
KeywordsImmigrationEnforcementSpanish Civil WarPolitical scienceLimitingLaw enforcementRepatriationPolitical economyGeographyEconomyLawDevelopment economicsSociologyEngineering

Abstract

fetched live from OpenAlex

During the mid-to-late nineteenth century, the American Civil War, Canadian Confederation, transnational violence, and rising concerns over undesirable immigration increased anxieties in Canada and the United States over the permeability of their shared border. Both countries turned to a combination of direct and indirect control to assert their authority and police movement across the line. Direct control utilized military units, police officers, customs officials, and border guards to restrict movement by stopping individuals at the border itself. This approach had minimal success in limiting the movement of groups such as the Coast Salish, Lakota, Dakota, and Cree. In response, both countries employed indirect border-control strategies that attacked the motivations for crossing the border instead of its physical manifestation. They used rations, annuities, extra-legal evictions, and reserve land to impose national boundaries onto First Nations communities in the prairies and on the West Coast. The application of this indirect approach differed by region, by tribe, and by community leading to a ragged set of borderland policies that remained in flux throughout the nineteenth and early twentieth centuries.

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)0.002
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.342
Threshold uncertainty score0.688

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0220.044
Scholarly communication0.0100.004
Open science0.0010.005
Research integrity0.0020.004
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 head0.015
GPT teacher head0.247
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 designNot applicable
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

Citations3
Published2015
Admission routes3
Has abstractyes

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Same venueJournal of the Canadian Historical AssociationSame topicCanadian Identity and HistoryFrench-language works237,207