Congenital Zika infection: neurology can occur without microcephaly
Bibliographic record
Abstract
The fetal repercussions of Zika virus (ZIKV) infection during pregnancy is of interest for maternal and child health.1 Studies on the psychomotor and neurodevelopment of children exposed in utero to arboviruses, especially non-microcephalic children, are lacking. At a maternity university hospital in Brazil, we started following the development of children, without microcephaly, born to mothers infected with ZIKV during pregnancy, searching for early warning signs of abnormalities. A normal head circumference for term newborns was defined, according to the 2016 WHO recommendation, as higher than 31.9 cm for boys and higher than 31.5 cm for girls.2 We used the Alberta Infant Motor Scale for the evaluation of motor development, and the Denver II test for tracking development in personal/social, fine motor/adaptive, language …
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".