Obstructive Sleep Apnea Hypopnea Syndrome: A Comparative Study of Cardiopulmonary Exercise Testing Outcomes
Bibliographic record
Abstract
阻塞性睡眠呼吸暂停低通气综合征 （OSAHS） 是一种以睡眠期间反复出现呼吸停止或通气不足为特征的疾病，导致气流受限持续 10 秒或更长时间[1]。临床表现为打鼾、间歇性呼吸停止、夜间频繁觉醒、夜间排尿增加、睡眠质量差、白天嗜睡和认知能力下降。诊断依赖于多导睡眠图 （PSG），它监测脑电波、眼球运动和下巴肌肉张力以评估睡眠-觉醒状态，以及胸腹运动、口鼻气流和血氧饱和度，以识别呼吸暂停和低通气。心肺运动试验 （CPET） 是一种客观、无创的评估心肺储备和运动耐量的方法，不同于传统的基于心电图的运动试验和静态肺功能试验[2]。本研究旨在通过比较 OSAHS 患者与健康成人的 CPET 结果，探讨 OSAHS 患者的心肺功能变化以及 CPET 的临床应用价值。
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".