Beyond dichotomies of health and illness: life after breast cancer
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
While there has been a vast amount of research on breast cancer in recent years, areas within this domain remain unexplored. For instance, there have been few attempts to marry an understanding of the social context in which breast cancer occurs with an understanding of subjective experiences of this condition. The purpose of this study was to explore women's experiences of embodiment after breast cancer, utilizing a phenomenological approach rooted in a feminist perspective. The focus of this article is upon the changes to embodiment that are long-term. Twelve women were interviewed on two occasions each and were asked to talk about changes to their bodies that occurred as a result of breast cancer. Three key themes were identified: (1) how it feels (e.g. sensation and breast loss); (2) managing appearances (e.g. wearing prostheses); and (3) treatments without end (e.g. menopause). The findings of this study show that women with breast cancer are a diverse group and that survivorship is a dynamic, life-long process, which suggests that health professionals can play an important role in establishing interdisciplinary approaches to caring, beyond the conclusion of acute treatment.
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) | 0.000 | 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