Bibliographic record
Abstract
Postmenopausal women are at greatest risk of rapid bone loss and fracture with glucocorticoids and should be actively considered for prophylactic measures. In men and premenopausal women receiving glucocorticoids, the decision to use anti-osteoporosis prophylaxis is less clear and depends upon baseline bone mineral density [BMD], anticipated dose and duration of glucocorticoids. Based upon evidence the order of choice for prophylaxis would be a bisphosphonate followed by a vitamin D metabolite or hormone replacement therapy [HRT]. Calcium alone appears unable to prevent rapid bone loss in patients starting glucocorticoids. HRT should clearly be considered if hypogonadism is present. In patients receiving chronic low dose glucocorticoids, treatment with calcium and vitamin D may be sufficient to prevent further bone loss. However since fracture risk is a function of multiple factors including the degree of reduction in BMD as well as the duration of exposure, treatment with therapy to increase BMD will reduce fracture risk even in patients receiving chronic low dose glucocorticoids.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.005 |
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; both teacher heads agree on what is shown here.
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".