Therapeutic advances in the treatment of osteoporosis
Bibliographic record
Abstract
Until recently, pharmacological options for the treatment of osteoporosis have been limited to antiresorptive agents, including the oral bisphosphonates. Evidence from randomized controlled trials and meta-analyses support the efficacy and safety of oral bisphosphonates as first-line pharmacologic agents in the prevention and treatment of osteoporosis. However, advances in parenteral bisphosphonate therapy, the development of antireceptor activator of NF-κB ligand (anti-RANKL) therapy, the development of anabolic agents, namely parathyroid hormone and related peptides, as well as the emergence of strontium ranelate as a novel therapeutic agent with both anabolic and antiresporptive properties, have dramatically expanded our pharmacologic armamentarium of antiosteoporosis treatments. Effective treatment options now exist for patients in whom older agents were either contraindicated or not tolerated. This review will focus on recent developments in osteoporosis treatments in advanced phases of development.
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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".