Submucosal Lesions Presenting With Rectal Bleeding-Endometriosis in the GI Tract
Bibliographic record
Abstract
Summary Endometriosis is typically marked by the implantation and proliferation of foci of endometrial stroma and glands outside the endometrial cavity and uterine musculature. Extra-gonadal seeding has been observed in sites like the small and large bowel, peritoneum, appendix, pleura, umbilicus, old wound scars, subarachnoid space, inguinal canal, heart and lungs. 14 , 7 The gastrointestinal tract is the third most common localization of endometriosis after the ovaries and the peritoneum, with intestinal involvement being reported in about 12 to 37% of individuals. 1 , 2 , 5 - 7 Establishing a diagnosis of intestinal endometriosis can often be a diagnostic challenge. We present an interesting case of sigmoidal endometriosis in a 46-year-old female, whose initial presentation was irregular bowel movements with rectal bleeding.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".