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Record W7082265406 · doi:10.1093/pa/gsaf046

Questions to the Prime Minister in the Canadian House of Commons: Transformation or tweak?

2025· article· en· W7082265406 on OpenAlexaboutno aff

Bibliographic record

VenueParliamentary Affairs · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsPrime ministerHouse of CommonsPrime (order theory)Period (music)Attendance

Abstract

fetched live from OpenAlex

Abstract Parliamentary questions are important democratic accountability instruments, but little is known about how these procedures are reformed, and with what consequences. This paper uses the introduction of Prime Minister’s Question Period (PMQP) in the Canadian House of Commons in 2017 as a case study of questioning procedure reform. Under PMQP, the Prime Minister would answer all questions once a week, diverging from the traditional Question Period where the Prime Minister answered a few questions daily alongside ministers. As this is a way in which other parliaments have reformed questioning procedures, the case has wider comparative relevance. Using quantitative analysis of prime ministerial attendance and questions, as well as interviews, this paper explores the effects of the reform. Findings indicate that PMQP is similar to other individualized questioning procedures such as the UK’s Prime Minister’s Questions, but retains features of Question Period such as party control, and a confrontational style.

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)0.023
metaresearch head score (Gemma)0.063
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.123
Threshold uncertainty score0.660

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0230.063
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0150.015
Scholarly communication0.0080.003
Open science0.0020.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0080.001

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 head0.018
GPT teacher head0.253
Teacher spread0.235 · 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 designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

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Same venueParliamentary AffairsSame topicGeochemistry and Geologic MappingFrench-language works237,207