Defusing the intra-abdominal ticking bomb: intestinal malrotation in children.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The caseA 6-month-old girl presents to her pediatrician with lethargy; she has been vomiting and the vomit is bile stained. She is admitted to hospital for tests. Plain radiographs of the abdomen and barium enema examination are normal. Results of an upper gastrointestinal (GI) study are suspicious for, but not diagnostic of, intestinal malrotation. The patient improves quickly and is discharged the following day. Over the next 2 months she continues to have similar short-lived episodes lasting a few hours, for which she is seen in the emergency department by on-call physicians. Her pediatrician initiates investigations to rule out an endocrine cause of the vomiting, when she has to be readmitted to hospital because of a severe episode. On this occasion, the girl9s condition rapidly deteriorates and, despite active resuscitation during a barium enema examination to rule out intussusception, she dies. Post-mortem examination shows midgut infarction due to malrotation-associated volvulus with peritonitis.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it