MétaCan
Menu
Back to cohort
Record W4412492160 · doi:10.1177/23800844251352395

Barriers and Facilitators for Accessing Oral Health Care for Ukrainian Newcomers to Nova Scotia

2025· article· en· W4412492160 on OpenAlexafffundabout
HJ Doucette, Y. Tylchak, Susana Marta Isay Saad, Violet D’Souza

Bibliographic record

VenueJDR Clinical & Translational Research · 2025
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsBeatrice Hunter Cancer Research InstituteUniversity of TorontoNova Scotia Health AuthorityDalhousie University
FundersResearch Nova ScotiaMitacs
KeywordsNova scotiaUkrainianNova (rocket)Political sciencePsychologyMedicineSociologyEngineeringEthnologyAeronautics

Abstract

fetched live from OpenAlex

INTRODUCTION: The war in Ukraine has resulted in a mass exodus of Ukrainians fleeing their country and seeking resettlement in many countries, including Canada. There is a lack of literature, particularly qualitative, that explores past experiences with oral health care in the country of origin for newcomers and the experience of access and utilization of oral health care once in Canada. The increase in Ukrainian newcomers to Canada requires an exploration of barriers and facilitators to oral health care access to inform policy. OBJECTIVE: To explore the barriers and facilitators to oral health care experienced by Ukrainian newcomers during resettlement in Nova Scotia, Canada. METHODS: This study used a narrative qualitative methodology. Adult Ukrainian newcomers who arrived in Canada after the Russian invasion in 2022 were recruited via social media and through recruitment flyers advertised at the Immigrant Services Association of Nova Scotia. They were interviewed between February 17 and July 1, 2023, in the Ukrainian language. The interviews were audio recorded, transcribed, and analyzed via inductive and deductive line-by-line coding per the thematic analysis method. Codes were grouped to form categories and themes. RESULTS: Participants identified facilitators to oral health care that included friends and family, social networks, and information provided through the workplace. Barriers to access included cost, referral process, location and wait times for specialists, language, and lack of understanding the oral health care and dental insurance systems in Canada. CONCLUSION: Ukrainian newcomers to Nova Scotia face several barriers to oral health care access. Interventions to address these barriers should be considered to ensure equitable access to oral health care services during the resettlement process.Knowledge Transfer Statement:The results of this study may be used to inform policy to facilitate timely access to oral health care for Ukrainian newcomers. The findings may also guide professionals when providing oral health care services to Ukrainian newcomers. Addressing the barriers and maximizing the facilitators to oral health care services for this population could help to improve access to oral health care services and oral health outcomes.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.739
Threshold uncertainty score0.653

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
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 integrity0.0000.000
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 head0.270
GPT teacher head0.605
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.

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

Citations0
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueJDR Clinical & Translational ResearchSame topicDental Health and Care UtilizationFrench-language works237,207