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Record W2299663598 · doi:10.21991/c9m95j

Confidence: How Much is Enough?

2011· article· en· W2299663598 on OpenAlexaffvenueabout
Peter Neary

Bibliographic record

VenueConstitutional Forum / Forum constitutionnel · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicCommonwealth, Australian Politics and Federalism
Canadian institutionsWestern University
Fundersnot available
KeywordsParliamentHouse of CommonsConstitutionPrime ministerGovernment (linguistics)LawPolitical scienceGovernorSubject (documents)Subject matterRank (graph theory)PoliticsPhilosophyEngineering

Abstract

fetched live from OpenAlex

Did Prime Minister Stephen Harper, faced with almost certain defeat in the Commons in December 2008 on a matter of confidence, act unconstitutionally by seeking to prorogue a newly elected parliament that had been sitting for only two weeks? And did Governor General Michaëlle Jean violate the principles of responsible government by granting prorogation? These questions have been the subject of intense debate in the Canadian media and may rank with the King-Byng crisis of 1926 in future academic and legal discussion of the constitution. In my opinion, while the prime minister tested the limits of “responsible government,” the Governor General respected precedent and acted appropriately and wisely in her decision.

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)0.015
metaresearch head score (Gemma)0.054
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.033
Threshold uncertainty score0.081

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.054
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0070.031
Scholarly communication0.0130.016
Open science0.0010.005
Research integrity0.0080.015
Insufficient payload (model declined to judge)0.0070.001

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 head0.086
GPT teacher head0.312
Teacher spread0.225 · 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 designTheoretical or conceptual
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

Citations3
Published2011
Admission routes3
Has abstractyes

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