Neurodevelopmental Disorders and Autism in Valproic Acid Animal Models
Bibliographic record
Abstract
Xenobiotics and environmental toxicants cause the perturbations during embryogenesis and fetal development resulting in congenital malformations. The most vulnerable is the neural tube development due to the critical window period after the conception of the closure, cellular proliferation and differentiation. Neurodevelopmental disorders are multifactorial conditions encompassing wide categories and broad classification. Structural defects reveal as overt anatomical defects while the functional defects become apparent in the postnatal period of brain growth. Autism spectrum disorder [ASD] is an example of functional neurodevelopmental defect. The emphasis in this review is on the fact that neural tube defects are both structural and functional caused by the same teratogens such as valproic acid [VPA]. Valproic acid [VPA] has been discussed as a model teratogen for the development of neural tube defects and autism spectrum disorder [ASD].
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".