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Record W218571151

The Office of Premier of Ontario 1945-2010: Who Really Advises?

2013· article· en· W218571151 on OpenAlexvenueaboutno aff
Patrice Dutil, Peter P. Constantinou

Bibliographic record

VenueCanadian parliamentary review · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsBureaucracyStaffingPrime ministerContext (archaeology)PoliticsPublic administrationHierarchyAdministration (probate law)Quality (philosophy)Political sciencePublic relationsLawHistory
DOInot available

Abstract

fetched live from OpenAlex

This article focuses on the composition of the Ontario Premier�s office and uses an institutionalist approach to put the influence of advisors in context. It looks at expenditures attributed in the Public Accounts to the Premier�s Office and staffing. It assumes that the number of advisors and their placement in the decision-making hierarchy should have a material impact on the quantity and quality of the advice being received by the Premier. Among other things the articles shows that the classic policy/administration divide was not clearly defined in Ontario. Instead it exhibits a back-and-forth habit of experimentation that depended on the personality of the prime minister, the capacities of political and bureaucratic advisors, and the stages of the governmental cycle. There have been discernible cycles in the hiring of political staff and in the growth of expenditures that would indicate the Premier�s Office was more concerned with campaign preparations and externalities than it was in rivaling bureaucratic influence. Compared to Ottawa, where the structures of the Prime Minister�s Office and the Privy Council Office have been far more distinct in this similar time frame, the Ontario experience reveals itself as one of constant experimentation.

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)0.003
metaresearch head score (Gemma)0.010
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: Empirical · Consensus signal: none
Teacher disagreement score0.150
Threshold uncertainty score0.986

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.008
Science and technology studies0.0060.004
Scholarly communication0.0040.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.016
GPT teacher head0.233
Teacher spread0.217 · 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
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

Citations2
Published2013
Admission routes2
Has abstractyes

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Same venueCanadian parliamentary reviewSame topicCanadian Identity and HistoryFrench-language works237,207