Exploring perceptions of attention deficit hyperactivity disorder
Bibliographic record
Abstract
The articles presented in this thesis examined issues of identification and perception of Attention Deficit Hyperactivity Disorder (ADHD) in a sample of 38 boys with ADHD and 43 comparison boys without ADHD. The boys were recruited from local schools in the Montreal area as well as through the community. In Article 1, the positive illusory bias was explored in the area of attention using two different tasks in order to improve our understanding of the self-perceptions of boys with ADHD. Some evidence for positive illusions was found in that boys with ADHD estimated performance at the same level as the comparison group despite performing significantly worse. Additionally, on the Conners' Continuous Performance Test-II (C-CPT-II), significantly more boys with ADHD overestimated their performance than comparison boys. However, because the majority of the boys underestimated their performance, it is suggested that in unfamiliar situations boys with ADHD do not exhibit positive illusions to the same extent as in familiar situations. In Article 2, the perceptions of ADHD reported by others were examined in relation to an objective measure of attention. Through this, the validity of the C-CPT-II was also examined. Parent and teacher ratings of boys with ADHD were compared to boys' performance on the C-CPT-II. Parents completed the Conners' Parent Rating Scale-Revised (CPRS-R) and the Child Behavior Checklist (CBCL) and teachers completed the Conners' Teacher Rating Scale-Revised (CTRS-R). While both parent and teacher ratings on the CPRS-R and the CTRS-R respectively showed significant correlations with performance, teachers' ratings had the highest correlations with the errors of the C-CPT-II. Only the externalizing total T score rating on the CBCL was correlated with performance on the C-CPT-II. Additionally, boys with ADHD performed significantly more poorly than comparison boys on the C-CPT-II. However, there was no significant difference between the performance of boys with ADHD and boys with learning disabilities or between boys with learning disabilities and comparison boys. Using discriminate function analysis, the C-CPT-II was able to correctly classify 72% of the participants into either an ADHD or comparison group. The final discussion centres on this research programme's contribution to the field.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".