Breast Cancer Survivorship and Work Disability
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
Breast cancer survivors can anticipate a number of years of paid labor market participation. Therefore, the link between breast cancer survivorship and productivity deserves serious consideration. The hypothesis guiding this study is that arm disability, particularly pain and range of motion limitations, are important explanatory variables in survivors’ loss of productivity. The study investigates the association between productivity and arm disability over time. The longitudinal data are drawn from survivors in four geographical locations in Canada. Regression results indicate that survivors with arm pain, 2.5 to 3 years postsurgery, are almost 8 times more likely to experience a loss in productivity compared to those survivors without pain, and those with some range of motion limitations are 4 times more likely to experience productivity loss 2.5 to 3 years postsurgery compared to their counterparts without limitations. More than 40% of survivors begin to or continue to experience productivity loss as long as 30 to 36 months after surgery and that the loss in productivity is primarily due to two forms of arm disability: pain and range-of-motion limitations. These findings highlight the importance of rehabilitation programming for breast cancer survivors.
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 | 0.001 | 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 | 0.002 |
| 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