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Record W2330976489 · doi:10.15331/jdsm.3736

The Link between Sleep Bruxism, Sleep Disordered Breathing and Temporomandibular Disorders: An Evidence-based Review

2014· article· en· W2330976489 on OpenAlexaff
Ramesh Balasubramaniam, Gary D. Klasser, Peter A. Cistulli, Gilles Lavigne

Bibliographic record

VenueJournal of Dental Sleep Medicine · 2014
Typearticle
Languageen
FieldMedicine
TopicObstructive Sleep Apnea Research
Canadian institutionsUniversité de MontréalUniversity of British Columbia
Fundersnot available
KeywordsDreamSleep disordered breathingExpert opinionIndex (typography)PsychologySleep (system call)Sleep qualityMedicineMedical educationPsychiatryObstructive sleep apneaComputer sciencePsychotherapistInsomnia

Abstract

fetched live from OpenAlex

Background: Traditionally, the curriculum in Australian and New Zealand dental schools has largely ignored the need for future dentists to receive foundational education in the field of sleep medicine.The absence of official education accreditation standards means this increasing part of dental practice continues as a continuing education activity without proper accountability by organized dentistry.This manuscript evaluates the current status of education in sleep disorders to predoctoral dental students.Methods: All 10 dental schools in Australia and New Zealand were surveyed for information regarding their sleep medicine curriculum during the 2011 academic year.The head of each dental school or relevant course coordinator responded to a questionnaire.Results: One dental school did not respond, and 3 dental schools were unable to complete the survey, as they had not graduated a class.Therefore 6 of the potential 7 dental schools (85.7%) completed the survey.The average total predoctoral sleep medicine teaching time was 4.5 hours (SD 2.51; range 2 to 8 h).Five of the 6 dental schools spent most of their sleep medicine curriculum time teaching in the fifth year of 5-year programs (mean of 2.5 h; SD 2.88).Education time spent in sleep medicine was 55% didactic.All responding dental schools reviewed obstructive sleep apnea, 83% reviewed sleep bruxism, and 67% reviewed primary snoring.Conclusions: Although a definite beginning, current sleep medicine education at Australian and New Zealand dental schools still seems to be at an exposure level, and likely inadequate for competency in screening for sleep related breathing disorders as the primary requirement.It also seems to be minimal foundation for participating as a future dentist member of the sleep medicine team, which with further post graduation training may include providing oral appliance therapy for sleep disordered breathing when appropriate.This appears to be a similar outcome to the level of education in sleep medicine provided in the United States dental school predoctoral programs to date.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.014
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0040.003
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.028
GPT teacher head0.330
Teacher spread0.302 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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

Citations52
Published2014
Admission routes1
Has abstractyes

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