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Record W7007057398

ПЕРЕДІСТОРІЯ РАСОВОГО ПРИМИРЕННЯ (А. Стобо Снайдермен, Д. CАндерсон (Амо Бінаші) “Долина Бердтейл: Індіанська резервація, місто білих і дорога до примирення” (HarperCollinsPublishers Ltd, 2022))

2025· article· uk· W7007057398 on OpenAlexaboutno aff

Bibliographic record

VenueScientific periodicals of Ukraine · 2025
Typearticle
Languageuk
FieldSocial Sciences
TopicMilitary, Security, and Education Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousUkrainianHuman settlementWork (physics)ImmigrationEthnic groupWhite (mutation)
DOInot available

Abstract

fetched live from OpenAlex

Readers are presented with a review of the work by A. Stobo Sniderman and D. Sanderson (Amo Binashi) titled “Valley of the Birdtail: An Indian Reserve, a White Town, and the Road to Reconciliation” (2022). The review provides a brief overview of the main historical facts presented in the work. Significant attention has been paid to the history of educational institutions for Indigenous peoples: from residential schools to separate schools on reservations. The collective history of the Anishinaabe people is conveyed through the life of the Twovoice family. The review argues that intergenerational trauma, humiliation, the destruction of Indigenous culture, and the underfunding of schools for Indigenous peoples have caused their material and spiritual crisis.On the other hand, the review gathers and presents material about the first Ukrainian settlements in Manitoba (near the Lake Dauphin area). It documents facts about the discrimination faced by immigrants from Bukovyna and Galychyna: the prejudiced attitude of the Anglo-Saxons as the dominant group, as well as the internment camps during the First World War. The conclusion is drawn that the individual and collective tragedies of each people caused them to become closed off and focused on their misfortunes. Despite the geographical proximity of their settlements, they remained strangers to each other for a long time. Only individual contacts and the initial steps taken by the school principal, who is of Ukrainian descent, towards understanding and immersing in the life experiences of the Other, have made declarations of understanding and reconciliation effective and actionable.

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)0.011
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.196
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.005
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0020.009
Science and technology studies0.0080.016
Scholarly communication0.0030.002
Open science0.0050.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0120.001

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 head0.025
GPT teacher head0.331
Teacher spread0.306 · 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
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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Same venueScientific periodicals of UkraineSame topicMilitary, Security, and Education StudiesFrench-language works237,207