Mechanism and Rehabilitation for the Dyspnea in Disused Syndrome
Bibliographic record
Abstract
廃用症候群では，呼吸器系のみならず筋骨格系，精神系，循環器系など幅広い器官における変調をきたし，しばしば息切れ症状が発生する．息切れはさまざまな動作や活動に対する心理的，物理的なハードルとなり，患者のADL，QOLの低下因子となる．息切れのへの対処においては，その発生状況を詳細に把握したうえで，悪化の予防，教育，運動療法を行う．必要であれば補助具や環境整備も考慮する．整容動作など，一見負荷が少なそうにみえる動作でも，上肢の挙上位の保持が必要な動作では息切れをきたしやすいため注意が必要である．単一の介入のみで息切れ症状を克服することは困難であることが多く，総合的に介入を行っていく必要がある．
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".