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Record W2550469483 · doi:10.1111/jphd.12184

Saskatchewan's school‐based dental program staffed by dental therapists: a retrospective case study

2016· article· en· W2550469483 on OpenAlexaffabout
Kavita R. Mathu‐Muju, Jay W. Friedman, David A. Nash

Bibliographic record

VenueJournal of Public Health Dentistry · 2016
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsMedicineDentistryRetrospective cohort studyFamily medicineSurgery

Abstract

fetched live from OpenAlex

OBJECTIVES: The poor oral health of Saskatchewan's children, in concert with a significant shortage of dentists, prompted the province in the early 1970s to seek an alternative method of addressing the oral health care needs of children. The result was the Saskatchewan Health Dental Plan (SHDP), which trained and employed dental therapists in school-based clinics to provide basic dental care to all children. The program was initiated over the opposition of Saskatchewan's dentists. The purpose of this research was to provide information and data previously not documented in the refereed dental literature regarding the only school-based program staffed by dental therapists to ever exist in North America. METHODS: This case study reviews the program's planning, opposition, implementation, and achievements based on a comprehensive review of published articles as well as a search of the grey literature. Additionally, Saskatchewan Health provided annual reports for each year of the program's existence. RESULTS: During its thirteen years of existence, the school-based program proved popular with parents and achieved significant success in providing necessary dental care for children. It was terminated in 1987 by the newly elected provincial Conservative government, which was not supportive of such social programs. CONCLUSIONS: The SHDP serves as a successful model of school-based dental care for children. However, the termination of the plan demonstrates the vulnerability of publicly funded dental health programs to conflicting political ideologies and special interest groups.

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)0.003
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 categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.150
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.035
GPT teacher head0.370
Teacher spread0.335 · 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

Citations13
Published2016
Admission routes2
Has abstractyes

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