Attention-Deficit/Hyperactivity Disorder: A Review of Research on Movement Skill Performance and Physical Fitness
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The purpose of this study was to present a comprehensive review of research on the movement performance and physical fitness of children with attention-deficit/hyperactivity disorder (ADHD) and offer research recommendations. Movement behaviors of children with ADHD were described on the basis of 49 empirical studies published between 1949 and 2002. Major results indicated that (a) children with ADHD are at risk for movement skill difficulties, (b) children with ADHD are at risk for poor levels of physical fitness, (c) comorbidity may exist between ADHD and developmental coordination disorder (DCD), and (d) few interventions have focused on movement performance and physical fitness of children with ADHD. Numerous reference citations for seminal review articles on ADHD are provided so that potential researchers or program planners might enter the vast ADHD literature with some ease.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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 it