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Record W4385313007 · doi:10.59962/9780774866828-001

Foreword

2023· book-chapter· en· W4385313007 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity of British Columbia Press eBooks · 2023
Typebook-chapter
Languageen
FieldArts and Humanities
TopicShort Stories in Global Literature
Canadian institutionsnot available
Fundersnot available
KeywordsMedicine

Abstract

fetched live from OpenAlex

I t is not an easy task to write an introduction to a volume that celebrates the life and career of John English.One of Canada's pre-eminent political historians over the past half-century, English also wrote extensively on international afairs, while engaging in politics both at the front of the parliamentary stage and in the backrooms where politics is really concocted.English is of course a Canadian Liberal, and the Canadian Liberal party is one of the longest-lived political formations on the planet.Te Liberal party was and is an omnibus formulation, embodying a rich variety of self-contradiction, and it is appropriate that a broad-minded and tolerant man like English should fnd a lifelong home in a party ofen and justly compared to a broad church, drawing its strength and longevity from its incoherence.While a party man, English has always reached "across the aisle, " as the Americans say, in writing and teaching, and in politics.He brought his political experience, but not his partisanship, into teaching and writing.Tough a Canadian nationalist, he is simultaneously an internationalist, which favours his work with realism and, ofen, pessimism.He even engaged in diplomacy himself at the end of the 1990s and could ruefully agree with Malcolm Muggeridge's characterization of a British diplomat as "forever Jeeves, to an increasingly demented Bertie Wooster."Jeeves cast an ironic eye on the world, as English does -on academia, on politics, on the waves of political and intellectual hysteria that engaged many of his colleagues over a long professional lifetime.He followed in his vii

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)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
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 score0.302
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0060.004
Open science0.0020.003
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.6980.655

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 head0.023
GPT teacher head0.172
Teacher spread0.150 · 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.

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
Published2023
Admission routes1
Has abstractyes

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