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Record W4410253133 · doi:10.1186/s12903-025-06036-9

Healthcare providers' perspectives on the Canadian Caries Risk Assessment Tool implementation in Indigenous pediatric primary care: a qualitative study

2025· article· en· W4410253133 on OpenAlexafffundabout
Olubukola O. Olatosi, Robert J. Schroth, Daniella DeMaré, Betty-Anne Mittermuller, Maria Manigque, Jeanette Edwards, Maryam Amin, Alexandra Nicolae, Josée G. Lavoie, Julianne Sanguins, Prashen Chelikani, Peter Wong, Jesse Lamoureux, Mary Bertone, Katherine Yerex, Rhonda Campbell

Bibliographic record

VenueBMC Oral Health · 2025
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsUniversity of TorontoToronto Public HealthUniversity of AlbertaWinnipeg Regional Health AuthorityManitoba HealthUniversity of ManitobaChildren's Hospital Research Institute of Manitoba
FundersCanadian Institutes of Health ResearchResearch Manitoba
KeywordsMedicineThematic analysisIndigenousEarly childhood cariesFocus groupReferralNursingFamily medicinePublic healthHealth careQualitative researchOral health

Abstract

fetched live from OpenAlex

BACKGROUND: Early childhood caries remains a significant public health concern among Indigenous children in Canada. Integrating caries risk assessment (CRA) into primary care settings could improve early detection and intervention. OBJECTIVES: This qualitative study explored the barriers to implementing and integrating the Canadian CRA tool into the primary care of First Nations and Métis children in Manitoba, based on the perspectives of non-dental primary care providers (NDPCPs). METHODS: Fifty NDPCPs providing care to Indigenous children under six years of age were purposefully selected from ten Indigenous communities in Manitoba, including Winnipeg, Selkirk, St. Laurent, Swan River, Pine Creek, Camperville, and Pine Falls. The study employed an exploratory design, with data collected through eight focus groups and twelve in-depth key informant interviews conducted between April 2023 and September 2024. All interviews were audio-recorded, transcribed verbatim, and analyzed using inductive thematic analysis with NVivo software. RESULTS: Participants included pediatricians, family physicians, public health nurses, nurse practitioners, physician assistants, dietitians, and child development workers, with an average age of 41 years (range: 24-61) and 13 years of practice experience (range: 1-40). Thematic analysis identified four major barriers to integrating the CRA tool: (1) Service provider level - time constraint, scope of practice, documentation/referral pathways, and funding; (2) Community level - oral care not priority, separation of dental and general health, lack of transportation, and healthcare distrust; (3) Caregiver and child level - lack of dental insurance, parental willingness, substituting CRA for dental visit; and (4) Provider training and skills - lack of training on fluoride varnish application and dental screening. Despite these challenges, participants expressed a positive attitude toward receiving training on early childhood caries prevention, fluoride application, and the use of the Canadian CRA tool. CONCLUSION: This study highlights that NDPCPs in Manitoba recognize the Canadian CRA tool as a valuable resource for improving access to early preventive dental care for First Nations and Métis children. The identified barriers provide critical insights for dental, medical, and allied healthcare providers, offering a foundation for developing strategies, guidelines, and policies to enhance preventive oral health services for Indigenous children in Manitoba.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.297
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.032
GPT teacher head0.438
Teacher spread0.406 · 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 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

Citations4
Published2025
Admission routes3
Has abstractyes

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