Acute midgut volvulus in a septuagenarian with secondary jejunoileal diverticulitis and undiagnosed congenital malrotation: an unusual presentation
Bibliographic record
Abstract
A 79-year-old male presented with abdominal pain, incidental umbilical hernia and acute midgut volvulus that was not detected until surgical exploration. When he presented to hospital, computed tomography (CT) findings indicated perforated jejunoileal diverticulitis; however, in the operating room clockwise volvulization of the jejunum and ileum, secondarily inflamed jejunoileal diverticula, incomplete malrotation (right-sided duodenojejunal flexure), right retroperitoneal adhesions (Ladd's bands) and numerous other congenital adhesive bands were found. A modified Ladd's procedure and umbilical hernia repair were completed including detorsion, division of Ladd's bands with medialization of the cecum and lysis of other congenital adhesions without appendectomy. The patient recovered to baseline function by 3 weeks postoperatively. Acute midgut volvulus is a life-threatening surgical emergency that is exceptionally rare in the elderly. CT is relatively insensitive, so misdiagnosis is common. A high index of suspicion is required, especially in patients with a history of congenital gastrointestinal abnormalities. Prompt surgical exploration for correction and prevention is crucial.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.002 |
| 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".