Mohs Micrographic Surgery and Dermatofibrosarcoma Protuberans
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
Dermatofibrosarcoma protuberans (DFSP) is a rare soft tissue tumor with a high recurrence rate. The goal of this study was to review patients with DFSP treated by Mohs micrographic surgery (MMS) and to compare demographics and recurrence rates with cases in the literature treated by standard excision methods. Medical charts were used to evaluate patient and tumor characteristics, number of stages for tumor clearance, reconstructive methods used, and recurrence rate after MMS. Data were compared with published recurrence rates in the literature. Our results indicate that there were no recurrences in 44 of 44 patients with DFSP resected by MMS after a mean follow-up of 3.3 years. This compares with recurrence rates in the literature of 10% to 60% using standard excision methods. We conclude that MMS provides recurrence-free treatment of DFSP tumors and promotes a collaborative approach between dermatologic and plastic surgeons.
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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 | 0.001 |
| 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