Current Practice in Forefoot Surgery Among Foot and Ankle Surgeons in Spain
Bibliographic record
Abstract
Background: Nowadays, there´s an increasing interest in developing different minimal invasive (MIS) techniques in foot and ankle surgery although there's still little scientific supporting evidence. However, classic techniques in forefoot surgery, such as Keller procedure, are still used in selected cases. Method: We decided to perform a National Survey to help identify current practice in forefoot surgery between Foot Surgeons all over the country. We sent two questions via e-mail asking about surgeons´ indications for MIS techniques and Keller procedure. Results and Conclusions: The Keller procedure is still used in our country but in selected cases. MIS techniques are broadly used and most respondents chose the so called hybrid technique to solve hallux valgus deformity and metatarsalgia. doi: http://dx.doi.org/ 10.4021/jcs113w
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How this classification was reachedexpand
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 | 0.010 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".