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Record W4411279769 · doi:10.1016/j.identj.2025.100861

Clinical and Preclinical Postgraduate Training in Endodontic Education: A Transnational Exploratory Survey

2025· article· en· W4411279769 on OpenAlexaff
Venkateshbabu Nagendrababu, Vellore Kannan Gopinath, Mohannad Nassar, Anil Kishen, Paul V. Abbott, Henry F. Duncan

Bibliographic record

VenueInternational Dental Journal · 2025
Typearticle
Languageen
FieldHealth Professions
TopicDental Education, Practice, Research
Canadian institutionsMount Sinai Hospital
FundersUniversity of Sharjah
KeywordsEndodonticsCurriculumMedical educationMedicineDental educationDentistryDescriptive statisticsPsychologyPedagogy

Abstract

fetched live from OpenAlex

INTRODUCTION AND AIMS: Endodontic postgraduate programmes should offer students a wide range of experiences and training in all facets of the specialisation. This study aimed to assess the current postgraduate education practices in endodontics across dental schools worldwide. METHODS: The current survey consisted of an online questionnaire that had been validated and piloted. It comprised 68 questions in three sections: general information about the programme, preclinical education, and clinical education. The survey included faculty members who teach postgraduate endodontics from one dental school in each participating country. The data was presented using simple descriptive statistics. RESULTS: In total, 33 faculty members, with a response rate of 85%, from different countries completed the survey. The majority of dental schools that participated in the survey offer a 3-year postgraduate programme. The postgraduate students develop abilities in various instrumentation techniques, irrigation devices, sealers/cements, root canal filling techniques, surgery, and microscope use. Most of the schools conduct a final-year exit examination. CONCLUSIONS: Postgraduate education differs globally in its preclinical and clinical training. The survey offers initial insights into postgraduate endodontic education and can help establish mutual educational standards and key focus areas. CLINICAL RELEVANCE: The curricula for preclinical and clinical education in postgraduate endodontics programmes vary globally.

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)0.007
metaresearch head score (Gemma)0.003
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 score0.032
Threshold uncertainty score0.939

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.252
GPT teacher head0.601
Teacher spread0.350 · 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 routes1
Has abstractyes

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