MétaCan
Menu
← Back to cohort
Record W4385366727 · doi:10.1515/9781553395270

Without Walls or Barriers

2017· book· en· W4385366727 on OpenAlexaboutno aff
Arthur Milnes, Ryan Case Zade

Bibliographic record

VenueMcGill-Queen's University Press eBooks · 2017
Typebook
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsGeology

Abstract

fetched live from OpenAlex

In June 1985, David Peterson was sworn in as the leader of Ontario’s first Liberal government in forty-two years. This collection of speeches explores the activist agenda the London, Ontario, lawyer pursued through his premiership, which sought to ensure all Ontarians were able to participate fully in provincial society. When Peterson was asked what he viewed as his most important accomplishment, he thought for a brief moment and then whispered with obvious emotion, “breaking down walls and barriers.” Through his speeches, readers can see Premier Peterson on the wider Canadian stage by addressing the economic challenges faced by the federation – most notably free trade – and by supporting the Meech Lake Accord, which was designed to bring Quebec into the constitutional family. His speeches also show him on the global stage, engaged in the challenges of the transformation of world politics and Canada’s trading relationship with the United States. By the time Peterson’s premiership had come to an end in 1990, the Berlin Wall had fallen, Europe was increasingly integrated, a fragmented Soviet Union was beginning to collapse, the Canada-United States Free Trade Agreement was in full force and effect, and the age of globalization had begun. Through this selection of speeches, the editors also present insights into a range of other figures, from former premiers and Peterson’s political contemporaries to the British royal family. Particularly powerful tributes include Nelson Mandela’s first visit to Canada and Peterson’s eulogy for MPP Dalton McGuinty, Sr, the father of Ontario’s 24th premier. TVOntario’s Steve Paikin provides an in-depth introduction that puts the life and political times of Premier Peterson and his government in broader perspective.

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)0.009
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: Other · Consensus signal: Other
Teacher disagreement score0.915
Threshold uncertainty score0.170

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0190.019
Scholarly communication0.0180.013
Open science0.0020.011
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0310.013

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 head0.017
GPT teacher head0.225
Teacher spread0.208 · 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
GenreOther

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
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueMcGill-Queen's University Press eBooks→Same topicCanadian Identity and History→French-language works237,207→