Impact of Coronal Alignment in Total Knee Arthroplasty and Functional Outcome
Bibliographic record
Abstract
Total Knee Arthroplasty (TKA) is a procedure to replace the diseased or damaged knee joint with artificial prosthesis for the relief of disabling pain and restoring the function of knee. Total Knee Arthroplasty (TKA) is one of the most common and successful procedures in modern orthopedics and is spreading through the world. Many surgeons are developing their skill but it needs experience and patience for successful outcomes. There are different factors which affect the outcome after total knee arthroplasty, among them; the coronal alignment of lower limb plays a major role. Many studies have supported that neutral mechanical alignment after total knee arthroplasty leads to better function. The aim of this review is to evaluate clinical outcome with reference to the coronal alignment of the limb and safety based on Western Ontario and McMaster Universities (WOMAC), Knee Society Score (KSS) 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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".