The Case for Prehabilitation Prior to Breast Cancer Treatment
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Cancer rehabilitation in breast cancer survivors is well established, and there are many studies that focus on interventions to treat impairments as well as therapeutic exercise. However, very little is known about the role of prehabilitation for people with breast cancer. In this narrative review, we describe contemporary clinical management of breast cancer and associated treatment-related morbidity and mortality considerations. Knowing the common short- and long-term sequelae, as well as less frequent but serious sequelae, informs our rationale for multimodal breast cancer prehabilitation. We suggest 5 core components that may help to mitigate short- and long-term sequelae that align with consensus opinion of prehabilitation experts: total body exercise; locoregional exercise pertinent to treatment-related deficits; nutritional optimization; stress reduction/psychosocial support; and smoking cessation. In each of these categories, we review the literature and discuss how they may affect outcomes for women with breast cancer.
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.
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) | 0.001 | 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 it