Comparison of functional outcome of locking plate technique versus hybrid Ilizarov technique for complicated tibial plateau fractures
Bibliographic record
Abstract
This study compares the functional outcomes of two approaches, the locking plate technique and the hybrid Ilizarov technique, in managing complicated tibial plateau fractures. Enrolling 78 patients at Jinnah Hospital, the research explores a nuanced difference in results. In Group A (Hybrid Ilizarov Technique), 84.6% males and 15.4% females participated, while Group B (Locking Plate Technique) had 82.1% males and 17.9% females. The locking plate approach demonstrated superior outcomes, suggesting its efficacy in treating tibial plateau fractures. Study design: Cross sectional study. Study setting was department of Orthopedic Surgery, Jinnah Hospital Lahore Objective/purpose of the study was to evaluate the functional results of locking plate and hybrid Ilizarov procedure for tibial plateau fractures using Rasmussen's knee functional score.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".