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
Fractures through bone tumors are often difficult to treat. We reviewed our combined experience with this problem in children, as well as the existing literature, to formulate management guidelines. For this study, prospective databases (1987 to 2002) from three referral centers were screened for pathologic fractures occurring under the age of 14 years. One hundred five patients presented with fracture through unicameral bone cyst, nonossifying fibroma, fibrous dysplasia, aneurysmal bone cyst and osteosarcoma. Seventeen patients were excluded. The most common primary locations were the proximal humerus and proximal femur. Pathologic fracture through nonossifying fibroma had the best outcome; union occurred with nonsurgical treatment in all cases. Unicameral bone cyst required surgical treatment to avoid persistence of the cyst and refracture. However fracture healing was predictable without surgical treatment. Proximal femoral lesions tended to heal in malunion if not fixed surgically. Aneurysmal bone cyst required surgical treatment for the lesion to heal and to allow the fracture to heal as well. Percutaneous sclerotherapy may be the treatment of choice for many of these lesions. Fibrous dysplasia allows fracture healing with nonoperative therapy. Progressive deformity requires followup and surgical correction. Malignant lesions presenting a pathologic fracture are best managed by initial nonoperative therapy during investigation and neoadjuvant therapy when possible, followed by definitive treatment.
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 | 0.003 | 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) | 0.000 | 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