Infantile Appendicitis: A Deceptive Challenge with Disastrous Consequences
Bibliographic record
Abstract
Acute appendicitis (AA) in neonates and infants is an infrequent event. In day-to-day practice, death due to AA is hardly ever reported to a coroner or a medical examiner. Here, we report on an 8-month-old infant assigned to the medical examiner as the death occurred within 10 days of a surgical procedure. The cause of death was undetermined. Autopsy revealed gross and histologic features of AA. A postmortem review of the medical records showed signs and symptoms consistent with AA. On the other hand, a recent history of upper respiratory tract infection followed by clinical diagnosis and treatment by a community pediatrician probably blindsided the hospital physicians. This case illustrates the challenges of AA in infancy. The literature review revealed that a misdiagnosis of AA is more likely to occur on several occasions. They include patients who present "atypically," patients who are not thoroughly examined, patients receiving antipyretic or analgesic medication and discharged, those diagnosed as having gastroenteritis, and patients who do not receive an appropriate discharge or follow-up instructions.
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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 | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.003 |
| 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".