MétaCan
Menu
← Back to cohort
Record W4403640477 · doi:10.5430/jnep.v15n2p21

The effect of cpap therapy on blood pressure in the mild obstructive sleep apnea population

2024· article· en· W4403640477 on OpenAlexvenueno aff
Michelle Nelson

Bibliographic record

VenueJournal of Nursing Education and Practice · 2024
Typearticle
Languageen
FieldMedicine
TopicObstructive Sleep Apnea Research
Canadian institutionsnot available
Fundersnot available
KeywordsObstructive sleep apneaMedicineSleep apneaBlood pressureApneaPopulationSleep (system call)AnesthesiaContinuous positive airway pressureCardiologyInternal medicineComputer science

Abstract

fetched live from OpenAlex

This retrospective study uniquely focused on the effects of continuous positive airway pressure (CPAP) on blood pressure in patients with mild obstructive sleep apnea (OSA), a condition characterized by intermittent upper airway collapse. OSA is a well-established risk factor for hypertension, with positive airway pressure (PAP) therapy being the most common treatment. While substantial evidence supports PAP therapy in moderate and severe OSA, the impact of CPAP on mild OSA, which accounts for 50%-70% of all cases, remains underexplored. The primary objective of this study was to investigate whether CPAP therapy, particularly the degree of adherence to treatment, has a measurable impact on blood pressure regulation in patients with mild OSA. Specifically, this research aimed to evaluate whether consistent CPAP use could lower systolic and diastolic blood pressure and assess how varying levels of adherence influence these outcomes. Participants were stratified into two groups based on CPAP adherence: Group A (n = 45) included those who used CPAP for four or more hours per night on at least 70% of nights, while Group B (n = 15) consisted of those with less than four hours of CPAP use per night on 70% of nights. Interestingly, greater systolic and diastolic blood pressure reductions were observed in Group B, suggesting that lower CPAP adherence may still contribute to significant cardiovascular improvements. These findings offer new insights into the management of blood pressure in patients with mild OSA and the role of CPAP adherence.

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)0.006
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.004
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.040
GPT teacher head0.425
Teacher spread0.385 · 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 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
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Nursing Education and Practice→Same topicObstructive Sleep Apnea Research→French-language works237,207→