A new rat model for vulnerability to epilepsy and autism spectrum disorders
Bibliographic record
Abstract
Tremendous concern has arisen in response to the recent diagnostic outbreak of childhood developmental disorders, particularly involving attention deficit hyperactivity disorder (ADHD) and the autism spectrum disorders (ASD). Interestingly, similarities in clinical presentation across these disorders may suggest common predisposing factors. For instance, though not widely recognized, an increased predisposition toward seizure is a symptom that is very often associated with ADHD and ASD. Accordingly, a rat strain naturally bred to be seizure-prone simultaneously developed behavioral and physical characteristics analogous to those observed in ADHD/ASD patients. These rats also show early signs of aberrant lipid handling, which is another symptom common to human patients with these disorders. As such, this rat strain could serve as an excellent model system through which to identify common pathophysiological events that constitute a"spectrum of vulnerability"toward ADHD/ASD and epilepsy.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 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".