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Record W4412487767 · doi:10.1111/jphd.70002

Improving Equity in Access to Dental Care in Canada: Historical Lessons for Policy Change

2025· article· en· W4412487767 on OpenAlexafffundabout
Christiana Martine, Carlos Quiñonez, Gregory P. Marchildon

Bibliographic record

VenueJournal of Public Health Dentistry · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsWestern UniversityPublic Health OntarioUniversity of TorontoToronto Public Health
FundersUniversity of Toronto
KeywordsEquity (law)Opposition (politics)Dental careGovernment (linguistics)Snowball samplingMEDLINEMedicinePublic relationsPolitical scienceFamily medicinePoliticsLaw

Abstract

fetched live from OpenAlex

OBJECTIVES: This paper outlines and compares the major provincial initiatives on dental care from the 1970s-with emphasis on Saskatchewan's innovative children's dental program-and their relevance to the current changes in Canadian dental policy. METHODS: Narrative review methodology. A snowball search was conducted on articles obtained through MEDLINE, Scopus, and ProQuest, followed by other databases such as Google Scholar. Primary data was collected from different sources: historical professional journals, archives, government reports, Hansard debates, and historical newspapers. RESULTS: Saskatchewan and Ontario were on opposite ends of a government-sponsored dental care policy continuum during the 1970s. While Ontario never implemented a large-scale public dental plan, Saskatchewan carried out an effective province-wide children's dental plan using an alternate model of delivery, despite strong opposition from the dental profession. Dental public initiatives in other provinces lie between these two poles. While several considered employing dental therapists, they faced opposition from the dental profession, which reinforced the traditional model, despite its inability to resolve issues of access to care. CONCLUSIONS: This study argues that while the current Canadian Dental Care Plan represents a major advancement towards more equality in dental care, it is unclear whether persistent issues of physical barriers to access will be fully resolved, and suggests employing an alternate model of delivery, proven to improve access to dental care in Canada. However, given organized dentistry's continuing resistance to dental therapists working largely independently, future studies should examine whether different levels of supervision and/or program format could yield greater acceptance.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.678
Threshold uncertainty score0.915

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.185
GPT teacher head0.455
Teacher spread0.270 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2025
Admission routes3
Has abstractyes

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