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Record W4416781414 · doi:10.1111/edt.70037

Dental Professionals' Knowledge and Understanding of Intimate Partner Violence: A Pan‐Canadian Cross‐Sectional Survey

2025· article· en· W4416781414 on OpenAlexaffabout
Natalie Hamm, Liran Levin

Bibliographic record

VenueDental Traumatology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIntimate Partner and Family Violence
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsDomestic violenceKey (lock)Human factors and ergonomicsSuicide preventionIntimate partnerOccupational safety and health

Abstract

fetched live from OpenAlex

BACKGROUND: Intimate partner violence (IPV) is a global health concern, with over a quarter of women and girls worldwide experiencing IPV at least once in their lifetime. Previous research has indicated that dentists often lack the training and confidence to handle IPV-related concerns in clinical settings. The purpose of this study was to examine dental professionals' knowledge, attitudes, and solutions offered to victims regarding IPV-related concerns. METHODS: A cross-sectional study in a survey format was administered across Canada to collect responses from dentists, dental hygienists, dental therapists, and dental assistants. The questions in the survey were designed to evaluate professionals' knowledge of IPV, comfort levels addressing the topic with their patients, attitudes toward IPV, and knowledge of intervention resources. RESULTS: Overall, 327 dental professionals completed the survey, with 183 dentists, 77 dental assistants, 60 dental hygienists, and 5 dental therapists. Most dental professionals indicated that they have not received training related to IPV at any point either during their education (88%) or career (81%). Furthermore, most dental professionals reported that they did not feel comfortable speaking to patients about IPV-related concerns (51%) nor did they feel prepared to provide referrals or resources to victims. However, dental professionals generally feel that they do have a role in responding to IPV-related events (55%) and would like more training on this topic (61%). CONCLUSIONS: Dental professionals largely believe that they are key responders to assist potential IPV victims and appear willing to take steps toward doing so. This study's findings also indicate that there is not currently widespread access to the tools, protocols, and educational resources that could facilitate this assistance.

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)0.001
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 score0.219
Threshold uncertainty score0.973

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
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 head0.069
GPT teacher head0.404
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

Citations3
Published2025
Admission routes2
Has abstractyes

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Same venueDental TraumatologySame topicIntimate Partner and Family ViolenceFrench-language works237,207