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Record W3135692663 · doi:10.1177/0840470421994304

Two-tier healthcare after Cambie

2021· article· en· W3135692663 on OpenAlexafffundabout
Colleen M. Flood

Bibliographic record

VenueHealthcare Management Forum · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsUniversity of Ottawa
FundersInstitute of Health Services and Policy Research
KeywordsCharterHarmGovernment (linguistics)Context (archaeology)VictoryHealth carePublic administrationBusinessLawPolitical sciencePolitics

Abstract

fetched live from OpenAlex

In 2019, a British Columbia (BC) court decided against a Charter challenge, launched by Cambie Surgical Services (a private clinic). Cambie claimed that various laws in BC suppressing a two-tier system are contrary to the Canadian Charter of Rights and Freedoms and should be overturned. The trial judge carefully weighed the evidence for and against a two-tier system as a "safety valve" for long wait times in public Medicare, finding overall that two-tier will do more harm than good in the BC context. It is a small victory and a reprieve for public Medicare, which is increasingly under attack from various forms of privatization. But the courts cannot save healthcare on their own nor should they be expected to. The commitment and participation of all levels of government to improving waiting times is crucial.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.911
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.002

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 head0.035
GPT teacher head0.280
Teacher spread0.245 · 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 designTheoretical or conceptual
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

Citations3
Published2021
Admission routes3
Has abstractyes

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