Factors Associated with End of Treatment Quality of Life, Cardiac Function and Cardiorespiratory Fitness and the Effect of Exercise in Women with Breast Cancer
Bibliographic record
Abstract
Women with human epidermal growth factor receptor-2 positive (HER2+) breast cancer are at increased risk of cardiovascular disease (CVD), CVD mortality, reductions in cardiorespiratory fitness and quality of life due to pre-existing CVD risk factors, cardiotoxic cancer therapies and lifestyle habits. Risk factors associated with lower cardiac function and cardiorespiratory fitness at end of treatment and strategies to mitigate this decline remain unclear. The goals of this thesis were to explore (1) pre-treatment and during treatment clinical and imaging factors that are associated with end of treatment cardiac function and cardiorespiratory fitness; (2) the effects of physical activity on cardiovascular outcomes, and quality of life during and at the end of treatment and cardiorespiratory fitness at end of treatment and; (3) the quality of evidence for cardiac rehabilitation in cancer survivors to improve cardiovascular outcomes.
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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 | 0.000 | 0.002 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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".