Type IV paraesophageal hiatal hernia and organoaxial gastric volvulus
Bibliographic record
Abstract
Organoaxial gastric volvulus occurs when the stomach rotates on its longitudinal axis connecting the gastroesophageal junction to the pylorus. With that, the antrum of the stomach usually rotates in the opposite direction in rela-tion to its fundus (1). This phenomenon has often been known to be associated with diaphragmatic defects (2) Importantly, abnormal rotation of the stomach of more than 180° is a life threatening emergency that may create a closed loop ob- struction which may result in incarceration leading to strangulation, and hence, a surgical emergency. We present the case of a middle-aged female who presented with organoaxial gastric volvulus and had an associated Type IV paraesophageal hiatal hernia that was treated electively. Normally an emergent gastric volvulus is diagnosed via Borchardt’s classic triad (epigastric pain, unproductive vomiting and diffculty inserting a nasogastric tube); however in this patient the nasogastric tube (NGT) was passed into the antrum which allowed additional time for resusci-tation with fuids and other symptomatic relief.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".