MétaCan
Menu
Back to cohort
Record W2008663066 · doi:10.7202/1013983ar

Canadian Science Policy and the Retreat from Transformative Politics: The Final Years of the Science Council of Canada, 1985-1992

2013· article· en· W2008663066 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueScientia Canadensis Canadian Journal of the History of Science Technology and Medicine · 2013
Typearticle
Languageen
FieldDecision Sciences
TopicResearch, Science, and Academia
Canadian institutionsUniversity of New Brunswick
FundersStrong
KeywordsPublic administrationPoliticsTransformative learningPolitical scienceState (computer science)Agency (philosophy)SovereigntyPublic policyGovernment (linguistics)Interventionism (politics)SociologyLawInternational relationsSocial science

Abstract

fetched live from OpenAlex

The Science Council of Canada (1966-1992) operated as an ‘arms-length’ agency providing science policy advice and recommendations to the federal government. The Council was always a voice for state interventionism. In the late 1970s, it turned to the politically sensitive issue of industrial policy and advocated a nationalistic, ‘transformative politics’ through its defense of technological sovereignty. An examination of its research and policy recommendations, and the controversies they excited, reveals that the Council’s struggle against new policy trends in its final years paralleled larger transitions in public perceptions of the role of government in Canadian society. Its 1992 dissolution symbolized Canada’s reorientation from a state-directed to a market-oriented approach to science and technology policy-making. This paper reviews the Council’s guiding philosophy and discusses its history within two larger contexts: the Canadian political debate over continentalism, and evolving conceptions of science, technology, and innovation, and the prospects for their management.

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.

Direct model labels (unvalidated)

Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.

Model armCategoriesStudy designConfidence
gemmaScience and technology studies
Domain: not available · Genre: Empirical
About the Canadian research system: yes · About a Canadian topic: yes
Qualitativelow
gptScience and technology studies
Domain: not available · Genre: Empirical
About the Canadian research system: yes · About a Canadian topic: yes
Other designhigh
models splitAgreement compares identical category sets and study designs across arms.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.020
metaresearch head score (Gemma)0.024
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Open science
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.480
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.024
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.012
Science and technology studies0.0030.184
Scholarly communication0.0000.001
Open science0.0080.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.047
GPT teacher head0.281
Teacher spread0.234 · 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