MétaCan
Menu
Back to cohort
Record W7094304787

Review of <i>Saskatchewan: A New History</i> By Bill Waiser

2007· article· W7094304787 on OpenAlexaboutno aff

Bibliographic record

VenueLincoln (University of Nebraska) · 2007
Typearticle
Language
FieldBiochemistry, Genetics and Molecular Biology
TopicDiffusion and Search Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeMulticulturalismImmigrationSanctionsOrder (exchange)CentennialEthnic groupIdentity (music)
DOInot available

Abstract

fetched live from OpenAlex

Bill Waiser's sweeping narrative of the history of Canada's most identifiable agricultural province was published as part of Saskatchewan's centennial celebrations. Wonderfully written in an authoritative but engaging style, Waiser's "Saskatchewan" is a story of challenge where buoyant hopes and dashed dreams were acted out by generations of people whose origins and backgrounds were as diverse as the physical environment they settled. Two dominant themes underpin Waiser's narrative. The first is the enduring presence of a rural order built around "King Wheat," one that through the years, in both good times and bad, became the focus around which Saskatchewan defined its identity and future. Using a successful blend of narrative and analysis, Waiser demonstrates how Saskatchewan rose to national prominence via the production and export of wheat. Especially convincing is his discussion of the various official strategies taken to support this rural order in lean times, and more latterly how the province is struggling to remake itself in an age of significant change in the nature and importance of farming (and agriculture itself). Waiser also successfully paints a vivid picture of Saskatchewan's multicultural society. He covers familiar ground as he details the various waves of European immigrants who settled Saskatchewan and lifted it to a lofty position in 1927 as the country's third most populace province and, arguably, the best example of rural Canadian ethnic diversity. However, Waiser is very critical of the treatment suffered by those who did not cleave to Anglo-Saxon values and norms. And while documenting the official sanctions generally accorded these nativist sentiments, he is most critical of the injustices endured by Saskatchewan's aboriginal peoples. Waiser pursues this theme consistently throughout his narrative, and it emerges as one of its strongest features. Also of note is his discussion of women and their overlooked status.

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)0.006
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: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.278
Threshold uncertainty score0.559

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0070.015
Science and technology studies0.0060.004
Scholarly communication0.0080.004
Open science0.0020.003
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0140.005

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 head0.009
GPT teacher head0.213
Teacher spread0.204 · 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
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

Citations0
Published2007
Admission routes1
Has abstractyes

Explore more

Same venueLincoln (University of Nebraska)Same topicDiffusion and Search DynamicsFrench-language works237,207