Cardiovascular and Neurological Adverse Events Associated With Antidepressant Treatment in Children and Adolescents
Bibliographic record
Abstract
A retrospective cohort design of Medicaid medical and pharmacy claims for 1996 through 2005 was employed for 14,171 children and adolescents prescribed an antidepressant medication and a random sample of 4500 children not treated with any class of psychotropic medication to compare the prevalence rates of cardiovascular and neurological adverse events. The treated cohort evinced a higher prevalence of cardiovascular events, orthostatic hypotension, seizures, insomnia, and headaches. In the treated cohort, patients were at a significantly higher risk for incident cardiovascular events when exposed to selective serotonin reuptake inhibitors and weight-inducing antidepressants, mood stabilizers, and antipsychotics. Incident orthostatic hypotension was associated with weight-inducing antidepressants and mood stabilizers. Incident seizures and extrapyramidal symptoms were unrelated to antidepressant or co-prescribed psychotropic medications, but both were significantly associated with comorbid central nervous system, organic brain/mental retardation, or preexisting cardiovascular or cerebrovascular conditions. Headaches and dizziness were significantly related to taking mood stabilizers.
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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) | 0.001 | 0.000 |
| 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".