MétaCan
Menu
Back to cohort
Record W2223573069

Institutionalized Partisan Advisors in Canada: Movers and Shapers, Buffers and Bridges

2012· dissertation· en· W2223573069 on OpenAlexfundaboutno aff
Jonathan Craft

Bibliographic record

VenueSummit (Simon Fraser University) · 2012
Typedissertation
Languageen
FieldBusiness, Management and Accounting
TopicPolitical Influence and Corporate Strategies
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsPolitical scienceEngineeringPublic administrationAeronautics
DOInot available

Abstract

fetched live from OpenAlex

The study of professional policy workers abounds with examinations of non-partisan public service policy actors, but offers much less systematic empirical study of appointed political staffs. This dissertation provides a comparative analysis of a subset of appointed political staff, termed herein as partisan advisors, whose primary functions are policy related. It documents the historical rise and contemporary policy activity of partisan advisors working in ministers’ and first ministers’ offices in three Canadian cases at the federal and sub-national levels (British Columbia and New Brunswick). Partisan advisors are important subjects of study given their privileged position in close proximity to ministers and at the very nexus of political-administrative relations but also due to their unique potential contributions as partisan-political policy workers. The dissertation offers a new theoretical framework to model and explicate partisan advisors as one of many sources of policy advice that circulate within ‘advisory systems’ and as privileged policy actors able to participate in policy formulation. Two models flowing from the framework facilitate the examination of the substantive and procedural aspects of partisan advisors’ policy formulation and advisory activity respectively. Interviews conducted with ministers, deputy ministers, and partisan advisors in all three cases reveal that, to varying degrees, partisan advisors have emerged as policy professionals who engage in important but often overlooked policy activity. Partisan advisors were found to be consequential to the provision and distribution of policy advice within their advisory systems as well as the specification and refinement of policy during development. Important variance was reported both within and among the cases that provides new insights related to how partisan-political actors within government engage in policy formulation, the configuration and operation of advisory systems, and the impact partisan advisors can have on the traditionally bilateral political-administrative relationship.

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)0.004
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.840
Threshold uncertainty score0.974

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.012
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.006
Science and technology studies0.0330.014
Scholarly communication0.0090.002
Open science0.0030.007
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0090.000

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 head0.015
GPT teacher head0.200
Teacher spread0.184 · 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 designQualitative
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

Citations5
Published2012
Admission routes2
Has abstractyes

Explore more

Same venueSummit (Simon Fraser University)Same topicPolitical Influence and Corporate StrategiesFrench-language works237,207