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
Introduction: The incidence of periprosthetic fractures has been increasing in the last 2 decades, representing a serious challenge even for the best trained orthopedic surgeons. The Vancouver classification has largely contributed to a better characterization and therapeutic approach. The aims of this study are to review the latest advances on this topic, and present our experience in the treatment of theses fractures. Methods: Based on the Vancouver classification we evaluated 46 patients treated in 2 different institutions from March 1995 to December 2005. Results: Average age: 74.5 (range 23-87). There was a predominance of females (71.73%). 5 cases were Type A of the Vancouver classification, 32 Type B, and 9 Type C. 44 patients received surgical treatment. Average hospitalization time: 12 days (range 9-34 days). Average consolidation time in type B and C fractures was 4 months, (range 3-6 months). Six patients presented complications. Ten cases were evaluated as excellent (22.72%), 28 as good (63.63%) and 6 as poor (13.65%). Conclusions: A careful individual evaluation based on Vancouver classification, age, and the patient’s functional requirements are the most important parameters for a successful outcome.
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 | 0.000 | 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 | 0.001 |
| Open science | 0.001 | 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 it