Sign Language MMS to Make Cell Phones Accessible to the Deaf and Hard-of-hearing Community.
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
Periprosthetic fractures of the femur are among the most serious complications in hip surgery. Various classifications have been suggested. At present the Vancouver classification system probably comes closest to the ideal. Most authors recommend internal fixation of the fractures in well-fixed implants (Vancouver type B1). However as the fixation to the proximal fragment has always been a problem, many types of fixation devices have been used. This retrospective study was done to evaluate the efficacy of an LC-DCP with trochanteric purchase, in the fixation of Vancouver type B1 periprosthetic femoral fractures. Our study included 12 patients, 7 male and 5 female with a mean age of 73 years (range: 57 to 91). One patient died due to complications not related to surgery and in another patient the plate was found broken with a loose implant, which was revised. All cases were primary arthroplasties. A long broad LC-DCP was used for the fixation. Purchase in the proximal fragment was obtained with screws in the greater trochanter. Ten fractures united in an average period of 7 months. The mean duration of follow-up was 6.5 years. The final results were evaluated using the Harris hip score. The mean Harris hip score was 85 with a range of 75 to 94.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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