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Record W4381164209 · doi:10.12927/hcpol.2023.27095

Bilateral Federalism, Value-Based Healthcare and the Future of Canadian Intergovernmental Diplomacy on Health

2023· article· en· W4381164209 on OpenAlexaffvenueabout
Tom McIntosh

Bibliographic record

VenueHealthcare policy · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsFederalismDiplomacyHealthcare systemBilateralismHealth careValue (mathematics)Political sciencePublic administrationCoronavirus disease 2019 (COVID-19)PandemicMedicineLawMultilateralismPolitics

Abstract

fetched live from OpenAlex

The COVID-19 pandemic has laid bare some profound challenges facing the preservation of Canada's single-payer, publicly administered healthcare system. At the same time, it may have presented an opportunity to take bold action on system reform. Part of that opportunity may lie in linking recent developments in intergovernmental diplomacy (termed bilateral federalism) with the growing emphasis on value-based healthcare initiatives coming out of some of the provinces. Bilateralism may be a means to steer reform efforts toward a value-based healthcare system that can articulate pan-Canadian values while accommodating provincial asymmetry in a highly decentralized federation like Canada.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.897
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.028
GPT teacher head0.350
Teacher spread0.322 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreCommentary

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

Citations3
Published2023
Admission routes3
Has abstractyes

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