A Qualitative Study of Families and Children Possessing Diagnoses of ADHD
Bibliographic record
Abstract
This phenomenological research study replicates R. Segal's (1998) study of 17 Canadian families. The authors interview 17 American families participating in the national support group Children and Adults with Attention Deficit Disorder, focusing on the challenges they face in rearing children diagnosed with ADHD. Three particular themes emerge. First, the parents appear to be attuned to their children's needs and report being proactive in making adaptations and interventions when needed to accomplish family objectives. Second, the results are generally congruent with those reported by Segal. In both cases, mornings and afternoons are vulnerable times for the families. Segal found mornings most difficult, however, whereas families in this study relate homework periods in the afternoons to be most challenging. Third, parental strategies are salient for successfully rearing children with ADHD. The families emphasize the constructs of routine and structure as being paramount to navigating daily life successfully.
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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 | 0.010 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.027 | 0.011 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".