‘Fish-eye’ polypectomy defect: a new sign during endoscopic mucosal resection?
Bibliographic record
Abstract
A 75-year-old man was referred for the endoscopic management of an 80 mm large non-pedunculated colorectal polyp (LNPCP) in the sigmoid colon. The lesion was evaluated under white-light (figure 1A), narrow-band imaging and near-focus. Granular nodular-mixed type morphology was identified with a homogeneous surface pattern (Kudo IV, Japan NBI Expert Team IIA) consistent with benign adenomatous histopathology. Figure 1 80mm large non-pedunculated colorectal polyp (LNPCP) in the sigmoid colon. Piecemeal endoscopic mucosal resection was performed (figure 1A,B). After successful resection of the first specimen, defect evaluation revealed a hole within a white cautery ring, most consistent with a perforation without contamination (sydney deep mural injury (DMI) classification type IV1; figure 1D). A viscous amorphous …
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.006 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".