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The changing contours of experimental governance in European health care

2014· article· en· W2045463943 on OpenAlexafffund
Katherine Fierlbeck

Bibliographic record

VenueSocial Science & Medicine · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsDalhousie University
FundersCanadian Institutes of Health ResearchEuropean Commission
KeywordsAusterityNormativeCorporate governanceScholarshipIdeologyPoliticsPolitical sciencePublic administrationPolitical economyHealth careSociologyLaw and economicsEconomicsLaw

Abstract

fetched live from OpenAlex

For over a decade, beginning in the late 1990s, discussion over softer modes of governance animated academic scholarship in the fields of law, politics, and public policy. This debate was especially pronounced in Europe. Since the late 2000s, however, discussion of this approach has declined precipitously. Is the "soft governance" model dead? Or, more precisely, has the economic crisis killed it? This article argues that, to the contrary, the EU's austerity measures have made softer governance more relevant in two quite distinct ways. Administratively, new mechanisms of health policy coordination are able to provide policy solutions in a much more effective way than could more formal and rigid forms of legal harmonisation. Politically, it establishes a normative perspective which unifies actors across a number of administrative units and challenges the dominant ideological force of the market-based principles upon which the EU's austerity policies are constructed.

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 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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.798
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.003
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.022
GPT teacher head0.354
Teacher spread0.332 · 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; both teacher heads agree on what is shown here.

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

Citations26
Published2014
Admission routes2
Has abstractyes

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