Cumulative Risk, Protection, and Early Intervention: Neurodevelopment in Sibling Groups Exposed Prenatally to Substances
Bibliographic record
Abstract
Mothercraft's Breaking the Cycle is an early intervention program for substance-exposed children with neurodevelopmental vulnerabilities. Within three substance-exposed sibling groups (N = 8; 0-6 years), we 1) described longitudinal neurodevelopmental trajectories, 2) explored the balance of cross-domain cumulative risk and protection on neurodevelopment, and 3) generated hypotheses on how cumulative risk, protection, and early intervention impact neurodevelopment. Neurodevelopment is potentially shaped by the balance of risk and protection. Postnatal risk (birth/postnatal, child, parent-child interaction) and relational protection (family, parent-child interaction) appear to have the most salient impact on neurodevelopment. Early intervention is thought to be important as soon as possible and before age 3 years.
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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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".