Levels and patterns of prenatal alcohol exposure associated with increased risk of a clinically meaningful adverse effect on cognitive function
Bibliographic record
Abstract
BACKGROUND: Recent interest in the screening and diagnosis of fetal alcohol spectrum disorders (FASD) by the American Psychiatric Association and the American Association of Pediatrics has highlighted the lack of empirical evidence regarding the levels and patterns of prenatal alcohol exposure (PAE) associated with clinically significant adverse effects on cognitive and behavioral function. We used benchmark dose analysis to address this issue. METHODS: Benchmark dose analyses were performed on composite cognitive function scores derived from data obtained at school age, adolescence, and early adulthood from 2227 participants from six prospective, longitudinal cohorts, whose mothers were interviewed about their alcohol and drug use during pregnancy or shortly thereafter. We compared single-predictor models based on average alcohol consumed per day during pregnancy with a two-predictor, semiparametric model based on (1) average alcohol dose per drinking occasion and (2) drinking frequency. RESULTS: Our two-predictor model showed that at lower levels of drinking frequency, a relatively high dose/occasion is required for an increased risk of poor intellectual function, whereas at higher levels of drinking frequency, a lower dose/occasion is sufficient to increase that risk. In addition, lower doses/occasion were associated with clinically meaningful adverse effects in participants born to older than to younger mothers. The single-predictor models proved less adequate because the dose/occasion for a substantial proportion of participants exposed at the benchmark doses generated by those models was too low to increase the risk of clinically significant effects. CONCLUSIONS: Given that the cognitive and behavioral deficits seen in FASD resemble those also seen in a range of other disorders, whether the patient's PAE is sufficient to increase the risk of clinically meaningful impairment is a critical element in an FASD diagnosis. Accurate diagnosis is needed to determine which patients warrant interventions that have been shown to be effective in remediating PAE-related neurobehavioral impairment.
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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 | 0.005 | 0.008 |
| 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 | 0.001 |
| 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".