Morbilliform rash and conjunctival injection in a febrile child
Bibliographic record
Abstract
A 10-year-old Malay boy living in Malaysia presented with fever, rhinorrhea, cough, and red and watery eyes for 3 days. The child also had malaise, anorexia, headache, and photophobia. His parents could not recall whether he had been in contact with anyone unwell. There was no history of recent travel or drug taking. His parents did not know his immunization history well. On examination, the child’s temperature was 39.5°C, heart rate 93 beats per minute, respiratory rate 24 breaths per minute, and blood pressure 100/60 mm Hg. Diffuse bilateral conjunctival injection was noted (Figure 1). Examination of the oral cavity showed multiple small white papules on an erythematous background on the posterior buccal mucosa bilaterally (Figure 2). The pharynx was erythematous. Shotty lymph nodes were noted in the cervical areas bilaterally. The patient developed an erythematous morbilliform rash on the face the following day (Figure 1). The rash became confluent as it spread to the neck, trunk, and extremities over the next 2 days. The rash lasted for 7 days and faded in the same directional pattern as it appeared. Fever subsided and fine desquamation was noted as the rash faded.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.002 | 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".