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
Osteogenesis imperfecta (OI) comprises a group of disorders principally affecting type I collagen which result in increased bone fragility. Children with severe OI suffer recurrent fractures, resulting in severe deformity and growth stunting in many cases, with loss of independent ambulation by the teenage years in over 50% of cases. Recently, cyclical intravenous treatment with pamidronate has proven of benefit to children with severe forms of OI. Bone mineral density (BMD) and physical activity increased markedly in these patients and fracture rate decreased. In our experience with more than 160 children with OI treated with pamidronate, BMD increases dramatically and the incidence of radiologically confirmed fractures falls. The treatment does not alter fracture healing, growth rate, or growth plate appearances. Dependence on mobility aids is reduced and all subjects able to communicate reported substantial relief of chronic pain and fatigue. No adverse side effects were noted apart from the well-known acute phase reaction during the first infusion cycle. In our group of patients, pamidronate did not have a detrimental effect on growth. It is unclear at present how long pamidronate treatment should be continued, and which is the optimal treatment schedule and dosage. There were no significant side effects after 7 years of treatment, but longer surveillance is warranted. New bisphosphonates are under investigation to compare their effects to those of pamidronate. Although this form of therapy does not address the basic abnormalities that underlie the OI syndromes, it allows, for the first time, to significantly alter the natural course of the disease and improve patients' clinical status and quality of life. Drug Dev. Res. 49:141–145, 2000. © 2000 Wiley-Liss, Inc.
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) | 0.000 | 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) | 0.006 | 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