Deformity-Correcting Ankle Fusions With Patient-Specific 3D Operative Planning and 3D-Printed Cut Guides
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
CASE: We report 2 cases of severe arthrogrypotic clubfeet presenting with multiplanar ankle deformities. Two patients (3 ankles) were treated with deformity-correcting ankle fusions using 3D preoperative planning and 3D-printed patient-specific cut guides. This technique enabled safe, accurate, and efficient surgical correction with good clinical outcomes. At 1 year, physical function and patient outcome measures improved. CONCLUSION: In the setting of complex multiplanar deformities of the foot and ankle, the use of 3D preoperative planning and 3D-printed cut guides is a safe and accurate adjunct to ankle fusion.
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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 | 0.001 | 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 it