MétaCan
Menu
Back to cohort
Record W2185920916

A macroeconomic review of dentistry in Canada in the 1990s.

2004· review· en· W2185920916 on OpenAlexaffabout
Kalyani K. Baldota

Bibliographic record

VenuePubMed · 2004
Typereview
Languageen
FieldHealth Professions
TopicDental Education, Practice, Research
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPer capitaDental public healthHealth carePopulationPublic healthDental careInflation (cosmology)MedicineEnvironmental healthBusinessDemographyEconomic growthEconomicsFamily medicineNursing
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVES: To document the trends in expenditures on dental health care services and the number of dental health care professionals in Canada from 1990 to 1999. METHODS: Information on dental and health expenditures, numbers of dentists, hygienists and dental therapists, and the population of Canada and the provinces were obtained from the Canadian Institute for Health Information; data on numbers of denturists were obtained from regional bodies and from Health Canada. Information on the costs of other disease categories was taken from studies by Health Canada (1993 and 1998). International comparisons were made on the basis of data published by the Organisation for Economic Co-operation and Development (OECD). Indices of change over the decade (in which the 1990 value served as the baseline [100]) were calculated. RESULTS: By 1999, the supply of all types of dental care providers had increased to 1 for every 904 people. Dental expenditures during the 1990s increased by 64% overall and by 49% per capita, a rate of increase that exceeded both inflation and costs of health care. Although the public share of dental costs decreased from 9.2% to 5.8%, the direct costs of dental care increased to rank second (6.30 billion dollars) after those for cardiovascular diseases (6.82 billion dollars). Among the OECD nations, Canada had the fourth highest per capita dental expenditures and the second lowest per capita public dental expenditures. CONCLUSIONS: The direct economic costs of dental conditions increased during the 1990s from 4.13 billion dollars to 6.77 billion dollars. Over the same period, the public share for expenditures on dental health care services declined.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.140
Threshold uncertainty score0.997

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0180.049
Science and technology studies0.0040.001
Scholarly communication0.0060.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.186
GPT teacher head0.508
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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations20
Published2004
Admission routes2
Has abstractyes

Explore more

Same venuePubMedSame topicDental Education, Practice, ResearchFrench-language works237,207