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Record W4246924847 · doi:10.15331/jdsm.7092

28th Annual Meeting of the American Academy of Dental Sleep Medicine: San Antonio, TX, June 7-9, 2019

2019· article· en· W4246924847 on OpenAlexaff

Bibliographic record

VenueJournal of Dental Sleep Medicine · 2019
Typearticle
Languageen
FieldMedicine
TopicObstructive Sleep Apnea Research
Canadian institutionsCentre Hospitalier Universitaire Sainte-JustineUniversité de MontréalUniversity of British Columbia
FundersVrije Universiteit AmsterdamUniversiteit van Amsterdam
KeywordsGerontologySleep medicineMedicineFamily medicinePsychiatrySleep disorder

Abstract

fetched live from OpenAlex

Introduction: Obstructive sleep apnea syndrome (OSAS) is a sleep related breathing disorder, commonly treated by either Continuous Positive Airway Pressure (CPAP) or a Mandibular Advancement Device (MAD).Long-term follow-up and comparison regarding efficacy of these therapies is scarce.In this study the results of treatment, patient compliance and satisfaction over a 10-year followup of CPAP and MAD therapy are reported.Methods: 103 OSAS patients were selected for a randomized controlled clinical trial.After a 10-year follow-up period, 14 patients using MAD and 17 patients using CPAP could be evaluated.Data was analyzed at baseline, after 3-months and at 1, 2, and 10-year follow-up.All 31 OSAS patients were subjected to polysomnography and subjective measurements.Results: Polysomnography showed a favorable outcome of both therapies at 10-year follow-up.At baseline, both therapies did not significantly differ in apnea-hypopnea index (AHI) values.At 10-year follow-up both, MAD and CPAP group, showed a significant reduction in AHI.At baseline the mean AHI in MAD group was 31.7±20.6whereas in the CPAP group 49.2±26.1.At 10-year followup the mean AHI in MAD group was 9.9±10.3and in the CPAP group 3.4±5.4.From a subjective perspective both therapies resulted in a substantial improvement in neurobehavioral outcomes at 10-year follow-up.Conclusions: Both CPAP and MAD therapy demonstrate good and stable treatment effects after a 10-year follow-up period.Therefore, when indicated, both therapies are appropriate modalities for the long-term management of OSAS.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.228
Threshold uncertainty score0.763

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.2280.158

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 head0.324
Teacher spread0.312 · 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 designNot applicable
Domainnot available
GenreOther

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".

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Citations0
Published2019
Admission routes1
Has abstractyes

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