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Record W3203446332 · doi:10.55016/ojs/sppp.v13i1.69676

Comprehensive Dental Care in Canada: The Choice Between Denticaid and Denticare

2020· article· en· W3203446332 on OpenAlexaboutno aff
Thomas Christopher Lange

Bibliographic record

VenueThe School of Public Policy Publications · 2020
Typearticle
Languageen
FieldHealth Professions
TopicDental Education, Practice, Research
Canadian institutionsnot available
Fundersnot available
KeywordsDental careMedicineBusinessDentistry

Abstract

fetched live from OpenAlex

A healthy mouth is an essential ingredient for overall good health, but a Canadian’s access to comprehensive dental care is dependent on their ability to attain private insurance. This paper seeks to estimate the gross and net total cost of two policy options for introducing comprehensive dental care into Canadian Medicare. Using a micro-costing approach for estimating the annual clinical costs, and an average-costing approach for annual administrative expenses, this paper estimated the total cost of universal first dollar dental coverage (denticare) and public dental insurance for children and uninsured adults in Canada (denticade). If the denticare option was implemented in the year 2019, the gross total public-sector cost would to be roughly $15.68 billion. This would replace the current $1.02 billion spent on existing public health dentistry programs and $6.27 billion spend on public employee’s dental plans. The total cost could be further offset by the inclusion of income-tiered premiums set at a maximum rate below private insurance provider prices. The net total cost of denticare would then be an aggregate decrease in public spending by $127.08 million. If the denticade option was implemented in the year 2019, the gross total public-sector cost would to be roughly $8.43 billion. This would replace the current $1.02 billion spent on existing public health dentistry programs but would not replace spending on public employee’s dental plans. The total cost could be further offset by the inclusion of income-tiered premiums and copayments. The net total cost of denticade would an aggregate increase in public spending by $1.41 billion. The results of this costing analysis demonstrate that by pursuing the universal first-dollar coverage option, Canadians taxpayers could see a reduction in tax-based spending and a considerable decrease in dental premiums changed than if the denticade approach was pursued.

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)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.288
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.146
GPT teacher head0.468
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 designObservational
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

Citations0
Published2020
Admission routes1
Has abstractyes

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