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
Osteoporosis and fragility fractures are more prevalent in men than previously assumed and mortality rates following a major osteoporotic fracture are higher in men as compared with women. There is still uncertainty on how to interpret bone mineral density BMD in men, and few prospective studies exist that have examined the association between BMD and fracture risk. Prospective studies that have evaluated fracture risk suggest that risk increases as BMD decreases in men in a similar way as described in women. Although data are limited, prior fragility fractures also increase subsequent fracture risks in both men and women. Prevention of osteoporosis in men is important and should begin during childhood. During adulthood, calcium and vitamin D and adequate physical activity play major preventative roles. There is minimal data to suggest treatment of osteoporosis in men on the sole basis of t-score BMD measurement. However, if therapy is necessary, bisphosphonate use should be the first choice for treatment in men.
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 | 0.002 | 0.001 |
| 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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