Bibliographic record
Abstract
The increased breast cancer survival rate has directed cancer care toward developing interventions to improve quality of life. Physical activity has been identified as a valuable intervention that can help to manage symptoms and restore optimal functioning. Aerobic exercise programs can preserve or improve cardiorespiratory fitness and when combined with resistance training, conjointly improve muscular strength. Following certain treatment modalities, shoulder range of motion may be compromised and physical activity can help restore joint mobility. Exercise programs consisting of aerobic and resistance training result in improvements in various quality of life indices; patients experience reduced distress, enhanced well-being and improved self esteem. Cancer-related fatigue is one of the most common side effects associated with cancer treatment. It is not alleviated by rest or sleep, yet has been shown to be ameliorated by aerobic exercise. Weight gain often occurs in women receiving chemotherapy for breast cancer which is not only a source of distress but also additional risk for development of chronic illnesses. Combined aerobic and resistance training exercise programs have been successful in preventing weight gain when receiving chemotherapy. However, exercise prescription should be highly individualized to the patient and be recommended by a qualified exercise professional.
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 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 | 0.001 | 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) | 0.002 | 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".