Developmental Course of ADHD Symptoms Based on Multirater Report in Girls and Boys With or Without a Disruptive Behavior Disorder
Bibliographic record
Abstract
The developmental course of attention-deficit/hyperactivity disorder (ADHD) symptoms (inattention, hyperactivity, impulsivity) from childhood to adolescence was described and compared based on parent and teacher report as a function of co-occurring conduct disorder/oppositional defiant disorder (CD/ODD) over 6 years. The moderating effect of gender was investigated. Participants were 291 children (6–13 years old; 79 girls) with ADHD: 91 with ADHD only and 200 with ADHD+CD/ODD. At study entry, boys and girls in the ADHD+CD/ODD group presented significantly more hyperactivity symptoms based on parent report and more impulsivity symptoms based on teacher report than did those in the ADHD-only group. ADHD symptoms, however, diminished on average over time in both groups, according to both parent and teacher report. However, as children in the ADHD+CD/ODD group, particularly girls, presented more symptoms at study entry, they tended to remain above the diagnostic threshold 6 years later. This suggests an association exists between co-occurring CD/ODD and ADHD persistence.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".