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Record W4410379345 · doi:10.1111/edt.13070

Dental Trauma Education Among North American Dental Schools: Results From Multi‐Center Interviews With Dental Educators

2025· article· en· W4410379345 on OpenAlexafffund
Yuli Berlin‐Broner, Zanib Kiani, Liran Levin

Bibliographic record

VenueDental Traumatology · 2025
Typearticle
Languageen
FieldHealth Professions
TopicDental Trauma and Treatments
Canadian institutionsUniversity of SaskatchewanUniversity of Alberta
FundersUniversity of Alberta
KeywordsCourseworkCurriculumDental educationMedicineMedical educationFamily medicineDentistryPsychologyPedagogy

Abstract

fetched live from OpenAlex

BACKGROUND/AIMS: Studies highlighted the limited confidence of general dentists to effectively manage dental trauma (DT) cases. DT education at the predoctoral level varies globally; however, little is known about it in North American dental schools. This gap in understanding could explain deficiencies in general dentists' treatment of DT cases. Therefore, this study aimed to gain insights into the existing predoctoral DT education across North American dental schools, identify gaps, and recommend improvements to refine and unify DT education. METHODS: Interviews were conducted with DT instructors and curriculum coordinators from North American dental schools. A validated questionnaire was used for the interviews. The questionnaire was divided into three sections: DT curriculum, student assessments, and clinical exposure during predoctoral training. Qualitative data were analyzed individually and grouped for common findings. RESULTS: The overall response rate was 62.6% (n = 52 universities). Sixty-three instructors from 48 dental schools participated in the analysis. Four schools opted out of the study. DT education was found to be fragmented in 47 schools, with a mean of 5.7 ± 1.57 h allocated to DT teaching. Only nine schools assessed students after completing DT coursework, and just one conducted a final examination solely on DT. All instructors reported insufficient clinical exposure to DT cases during rotations. CONCLUSIONS: Dental educators reported significant deficiencies in DT education in North American dental schools. Limited clinical exposure and an inconsistent curriculum may leave students ill prepared for managing DT cases. Increased hands-on experience and curriculum standardization across schools could improve DT education and preparedness.

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)0.000
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 score0.252
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.002

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 head0.040
GPT teacher head0.399
Teacher spread0.358 · 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

Citations6
Published2025
Admission routes2
Has abstractyes

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