General Rehabilitation Principles for Patients with Cerebral Palsy After Single-Event Multilevel Surgery (SEMLS)
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
Single-Event Multilevel Surgery (SEMLS) is the standard for surgical correction of secondary orthopedic deformities in cerebral palsy (CP). SEMLS include simultaneous correction of soft tissue contractures, bone deformities, incomplete and complete joint dislocation to improve the gait and functional activity of patients with CP. The surgery volume determines the need for planned and long-term postoperative rehabilitation, however, there are no confirmed guidelines, neither Russian, nor foreign, on the patient’s management during postoperative period. This review provides an analysis of rehabilitation approaches after SEMLS at CP, offers recommendations on preparation and step-by-step postoperative restoration of motor function, and prevention of any associated complications.
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) | 0.001 | 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 it