Worsening anemia associated with volvulus in a stable neonate with intestinal obstruction
Bibliographic record
Abstract
Intrauterine intestinal obstruction complicated by midgut volvulus is a serious life-threatening diagnosis. Immediate surgical intervention is generally the course of action upon diagnosis to prevent morbidity and mortality. We report a case of intrauterine intestinal obstruction where the neonate then presented with an unusual onset of volvulus within the first 12 hours of life. The patient was born with generalized edema, a distended abdomen, and pallor. Unlike many cases, the patient did not present with typical signs of volvulus. Diagnostic imaging preceding delivery and the stable postnatal clinical course did not offer a justification for immediate laparotomy. Less than 24 hours later, the patient's hemoglobin significantly dropped leading to an emergent laparotomy. Findings included a volvulus of the terminal ileum and large amounts of intraluminal blood. Our case report includes an analysis of clinical observations that should be considered so that patients presenting with similar signs receive earlier surgical intervention.
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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 | 0.004 |
| 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 | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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".