When it’s not deep endometriosis—bowel dysmotility in a patient with endometriosis: A case report and review
Bibliographic record
Abstract
Background: Patients who present to a gynecologist often describe concurrent bowel symptoms, which may or may not be related to their gynecologic diagnosis. Despite the common association of these symptoms with gynecologic diseases, such as deep endometriosis, these symptoms may also be caused by non-gynecologic conditions, including primary chronic constipation. Objective: To outline the principle of diagnostic bias and educate gynecologists on the topic of primary chronic constipation. Methods/results: We present the case of a 38-year-old woman with chronic pelvic pain and constipation. She was diagnosed with primary chronic constipation in the setting of deep endometriosis affecting the bowel, and managed surgically, leading to great improvement in her quality of life. Conclusion: Gynecologists should consider alternative non-gynecologic conditions when formulating their differential diagnosis of patients presenting with bowel symptoms.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".