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Record W4412743395 · doi:10.1111/eje.70026

Dental Students' Confidence and Competency in Root Canal Treatment Across Different Phases of the Dental‐Program: A Prospective Cohort Study

2025· article· en· W4412743395 on OpenAlexaff
Renata Grazziotin‐Soares, Camila Hélen Grock, Francisco Montagner

Bibliographic record

VenueEuropean Journal Of Dental Education · 2025
Typearticle
Languageen
FieldDentistry
TopicEndodontics and Root Canal Treatments
Canadian institutionsUniversity of British Columbia
FundersCoordenação de Aperfeiçoamento de Pessoal de Nível Superior
KeywordsRoot canalThematic analysisAnxietyCompetence (human resources)MedicineConfidence intervalCohortDentistryFocus groupFeelingLikert scaleProspective cohort studyCohort studyQualitative researchFamily medicinePsychologyPsychiatrySurgerySocial psychologyDevelopmental psychology

Abstract

fetched live from OpenAlex

INTRODUCTION: This prospective cohort study evaluated dental students' confidence and competency in root canal treatment across their dental programme, encompassing the transition from preclinical laboratory to clinical patient care. MATERIAL AND METHODS: A cohort of 23 dental students was assessed during four phases of the DDS program over three academic semesters (18-month calendar year). Data collection occurred at the following stages: upon completion of the preclinical endodontic laboratory course (P1); at the conclusion of the Comprehensive Clinical Care I course, where students performed single-rooted canal treatments on patients (P2); after training with plastic/artificial multi-rooted teeth (P3); and upon completion of the Comprehensive Clinical Care II course, where students performed multi-rooted canal treatments on patients (P4). Self-reported confidence levels were measured using Likert scales, while root canal treatment competency was evaluated based on final radiographic outcomes. Focus group discussions explored students' perceptions of self-confidence and competence across the four phases and during the transition from preclinical to clinical practice. Quantitative data were analysed using statistical methods, while qualitative data were examined through thematic analysis. RESULTS AND DISCUSSION: Confidence levels increased from P1 to P2, reaching a peak at P3 and P4. Participants demonstrated higher technical competency in root canal obturations during patient care than in laboratory work. Key themes were expectations/feelings and technique, with pulp chamber access opening identified as the most challenging procedure. The transition to clinical care induced fear, anxiety, and insecurity initially, but participants reported reduced anxiety and improved technical performance when working with patients. CONCLUSION: Dental students exhibited enhanced competence and confidence in endodontic treatments when performed in the clinical setting, reflecting positive progression across the evaluated requirements.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.968

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.012
GPT teacher head0.351
Teacher spread0.339 · 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 routes1
Has abstractyes

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