Clinical problem-solving: Short bowel syndrome in an infant
Bibliographic record
Abstract
The present case report describes the clinical problems encountered over a five-month period in an infant born with jejunal atresia, extensive midgut volvulus and a microcolon. After an initial surgical resection, the patient had no remaining ileum and his ileocecal valve was also removed. The patient had 35 cm of jejunum, which was successfully lengthened to 60 cm using enteral nutrition and two bowel-lengthening procedures (serial transverse enteropathy procedures). Bouts of cholestatic liver disease, sepsis and small bowel bacterial overgrowth were vigorously treated. The patient was discharged at 5.5 months of age and is now 40 months of age. He is at the 50th percentile for both height and weight, and is developing normally. The outcome for infants with short bowel syndrome has improved significantly in the past few years due to intestinal rehabilitation programs, which integrate nutritional, surgical and pharmacological approaches tailored to individual needs.
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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 | 0.002 | 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".