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Record W584297503

Book Review: Harm's Way: Disasters in Western Canada

2005· article· en· W584297503 on OpenAlexaboutno aff
Patricia E. Roy

Bibliographic record

VenueLincoln (University of Nebraska) · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicDisaster Management and Resilience
Canadian institutionsnot available
Fundersnot available
KeywordsHarmPolitical scienceHistoryLaw
DOInot available

Abstract

fetched live from OpenAlex

Anthony Rasporich says that a "sense of struggle, of painful discovery, and loss of innocence" in the face of disasters is "embedded in the Canadian consciousness" with the same sense of urgency felt south of the border but with "a different collective sense." Some essays in this collection on the Prairie West do allude to that comparison. Hugh Dempsey shows that nineteenth-century smallpox epidemics did not respect the border and weakened the ability of the Native peoples to resist European settlement. Janice Dickin's analysis of the Spanish Flu Epidemic of 1918-19 in Calgary, however, only suggests that Canadians and Americans had different experiences. Given current concern over mad cow disease, Max Foran's study of foot and mouth disease in Saskatchewan in 1952 is timely. It explains how Canada quarantined the area and the United States temporarily embargoed Canadian livestock and goods likely to carry the virus that probably came in the effects of a European immigrant.

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)0.004
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: Commentary · Consensus signal: none
Teacher disagreement score0.102
Threshold uncertainty score0.205

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.015
Science and technology studies0.0030.002
Scholarly communication0.0040.002
Open science0.0020.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0320.007

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 head0.008
GPT teacher head0.231
Teacher spread0.223 · 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
GenreCommentary

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
Published2005
Admission routes1
Has abstractyes

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