Intraoperative Ultrasound for Bowel Deep Infiltrating Endometriosis
Bibliographic record
Abstract
The decision to perform either conservative surgery or segmental bowel resection for bowel deep infiltrating endometriosis (DIE) is made intraoperatively, after a preoperative assessment, based on the nodule's features. We introduce a technique to evaluate DIE bowel nodules using laparoscopic intraoperative ultrasound (US) during laparoscopic radical treatment of 9 cases of DIE invading the bowel. Once the bowel lesion was isolated, an intraoperative 12-4-MHz US transducer was placed on the surface of the nodules to study their US features and to gain measurements. Deep infiltrating endometriosis nodules appear at intraoperative US as hypoechoic elliptical lesions with a clear definition of margins and the depth of infiltration of the rectal wall.
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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 | 0.001 | 0.113 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".