Factors Influencing the Use and Nonuse of Continuous Positive Airway Pressure Therapy: A Comparative Case Study
Bibliographic record
Abstract
The rates of sustained use of continuous positive airway pressure (CPAP) therapy among adults with obstructive sleep apnea (OSA) appear consistently suboptimal, despite the efficacy of this treatment. Using semistructured interviews, this study identified facilitators and barriers toward CPAP therapy after treatment initiation among patients with OSA. A purposive sample of eight patients representing extreme differences in CPAP use was recruited from a multisite sleep disorders clinic at a tertiary health center. Perceived physical, psychological, and social factors were found to influence both CPAP use and nonuse. It was revealed that the way patients feel about themselves influences the ways in which they manage their OSA with or without CPAP This study underlines the necessity of working with patients and their families to create social environments that are both accepting and supportive of patients with OSA.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".