Self-Rated ADHD Symptoms Among Biological Mothers or Fathers of Children with Confirmed ADHD in a French Population
Bibliographic record
Abstract
Parents of children with ADHD are more likely to present the disorder, which can affect quality of life and parenting strategies. Few studies have examined parental ADHD to date, none in France. Prevalence of self-rated ADHD symptoms in adulthood and childhood was estimated among 60 biological mothers or fathers of children with confirmed ADHD in France. Cutoffs were total score ≥46 on the Wender Utah Rating Scale and ≥4 on the Adult ADHD Self-Report Scale Screener. Results indicated possible child and adult ADHD in 12.5% of mothers and 10.0% of fathers. As these percentages exceed reported prevalence rates for the French population, a greater effort must be made to diagnose the disorder in parents.
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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) | 0.000 | 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) | 0.001 | 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".