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Record W4403634552 · doi:10.1016/j.jebdp.2024.102045

ASSESSMENT BY ORAL HEALTH PROFESSIONALS OF PATIENT-REPORTED OUTCOMES IN OBSTRUCTIVE SLEEP APNEA

2024· review· en· W4403634552 on OpenAlexaff
Nathália Carolina Fernandes Fagundes, Carlos Flores‐Mir

Bibliographic record

VenueJournal of Evidence Based Dental Practice · 2024
Typereview
Languageen
FieldMedicine
TopicObstructive Sleep Apnea Research
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMedicineObstructive sleep apneaHealth professionalsSleep apneaOral healthSleep (system call)Physical therapyFamily medicineHealth careInternal medicine

Abstract

fetched live from OpenAlex

Oral health professionals, including general dentists and orthodontists, may participate in the provision of care to adults and children with obstructive sleep apnea (OSA) when referred by a sleep medicine specialist. The use of oral appliances (OA) has been presented as a possible management option for mild obstructive sleep apnea among adults. In children, although oral interventions are not supported as a first-line stand-alone management option for OSA, short-term studies have suggested an improvement in sleep signs and symptoms in milder cases. The monitoring of management outcomes from OA interventions is essential to monitor OSA conditions. Due to the chronic nature of OSA, the measure of dental patient-reported outcomes (dPROs) will likely help to understand interplaying factors that may influence the effectiveness of OA interventions among subjects with OSA. This narrative review discusses the current evidence regarding main dPROs in OSA, evaluation methods, and the contribution of oral health professionals in assessing it for both children and adults. The main dPROs assessed among OA users include quality of life, treatment adherence, and side effects. The use of validated tools to measure dPROs must be preferred when available. Overall, the clinical assessment of dPROs by oral health professionals is likely beneficial to monitoring OSA management outcomes and must be encouraged as part of an interdisciplinary approach led by the sleep physician.

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)0.011
metaresearch head score (Gemma)0.036
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: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.011
Threshold uncertainty score0.058

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.036
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.005
Bibliometrics0.0050.004
Science and technology studies0.0000.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.150
GPT teacher head0.518
Teacher spread0.368 · 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

Citations2
Published2024
Admission routes1
Has abstractyes

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