Exercise Rehabilitation for Heart Failure and Associated Cardiomyopathies
Bibliographic record
Abstract
PURPOSE OF REVIEW: To summarize and provide insight into the role of exercise rehabilitation for heart failure, cardiomyopathies and associated conditions. We provide an overview of the evolution of exercise training from “bed rest” to current guidelines and highlight emerging approaches. RECENT FINDINGS: Exercise training appears to be safe and provide benefits for patients with heart failure. Emerging evidence also suggests potential benefit in hypertrophic cardiomyopathy as well as angina with non-obstructive coronary arteries, though more data are needed for widespread implementation. Given appropriate precautions and clinical assessments, exercise is a unifying therapy across most heart failure conditions regardless of ejection fraction. Exercise training appears to be safe, and beneficial in terms of improvements in functional capacity and health-related quality of life. Larger controlled trials are needed to better examine the impact of exercise on hard clinical endpoints such as HF hospitalizations (likely beneficial) and cardiovascular mortality.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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".