MétaCan
Menu
Back to cohort
Record W2939823480 · doi:10.21815/jde.019.085

Educational Models for the Re‐Establishment of Dental Therapy Education in Canada

2019· article· en· W2939823480 on OpenAlexafffundabout
Susanne Sunell, Ann E. Wright, Brenda Katheryn Udahl, Paula Benbow

Bibliographic record

VenueJournal of Dental Education · 2019
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsCanadian Dental Hygienists AssociationSaskatchewan PolytechnicRoche (Canada)Precision Nanosystems (Canada)
FundersCanadian Dental Hygienists Association
KeywordsDental educationMedical educationMedicine

Abstract

fetched live from OpenAlex

With the closure of the Canadian dental therapy program in Saskatchewan in 2011 and the increasing need for oral health providers, there have been growing discussions at the national and provincial levels regarding the re-establishment of a provider with dental therapy abilities. The aims of this study were to define models for dental therapy education in Canada and explore how dental therapy abilities could best be integrated into Canadian post-secondary education. In 2017, purposeful sampling was used to invite key informants to participate in a semi-structured interview. Participants were individuals from government, education, and regulation and those working with underserved populations in Canada and internationally. A 75% response rate (n=53) was achieved. Thematic analysis was employed for coding of data and generation of themes. Respondents highlighted the need to include minimally invasive restorative services in the current scope of dental hygiene practice across all Canadian jurisdictions and to build dental therapy abilities with or upon accredited dental hygiene curricula. The models supported by respondents were a fourth-year option built on three-year diploma education, a one-year postgraduate diploma based on a baccalaureate degree and a current dental hygiene registration, and a three-year dental therapy diploma incorporating core courses in accredited dental hygiene diploma education. While the respondents' views were divergent, the educational model that received the most support involved a two- to three-term addition to current three-year dental hygiene diploma education. In contrast to international trends, the respondents valued learner flexibility to exit with a diploma dental hygiene credential, thus making the dental therapy scope optional. These educational models provide a starting point for further analysis and exploration.

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)0.007
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.851
Threshold uncertainty score0.987

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0100.004
Scholarly communication0.0060.002
Open science0.0020.006
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.015
GPT teacher head0.323
Teacher spread0.308 · 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 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

Citations1
Published2019
Admission routes3
Has abstractyes

Explore more

Same venueJournal of Dental EducationSame topicDental Health and Care UtilizationFrench-language works237,207