Acute flaccid paralysis: A call for clinical vigilance
Bibliographic record
Abstract
A previously healthy, 3-year-old male presented to a paediatric emergency department. His parents described a mild illness with low-grade fever, sore throat, headache, and asymmetric weakness in his legs, especially on the left. The paediatrician could not elicit deep tendon reflexes of the left knee. She thought his neck might be a bit stiff. The family had returned from visiting friends and family in Pakistan 6 days prior. The child was unvaccinated. The paediatrician spoke to a paediatric neurologist and organized magnetic resonance imaging and then a lumbar puncture. She considered poliovirus infection in her differential diagnosis and immediately notified the local public health unit of a possible case. The child was admitted to a private room with routine and contact precautions. Given the suspicion of poliovirus infection, samples were sent to the National Microbiology Laboratory (NML) for testing. Two stool samples were collected at least 24 hours apart for poliovirus testing. Poliovirus testing was negative, and the patient was diagnosed with Guillain-Barré syndrome. The case was reported to the local public health unit and to the Canadian Paediatric Surveillance Program. A neurological follow-up was scheduled 60 days following the onset of paralysis/weakness.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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) | 0.000 | 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 teacher head, 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".