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
OBJECTIVE: To examine relations between symptoms of ADHD and reports of marital and coparenting functioning. METHOD: Parents of 8- to 12-year-old boys with (n = 26) and without (n =38) ADHD participated. RESULTS: Although mothers of children with ADHD had the highest levels of ADHD symptoms, their symptoms were typically not related to measures of the couples' functioning, particularly when controlling for family ADHD and comorbidities. Father ADHD symptoms were related to their reports of couple functioning, and fathers' ADHD symptoms were associated with their negative attributions for their wives' behavior, even with child and mother ADHD controlled. However, when fathers' depression and hostility symptoms were controlled, these were more important predictors of the attributions than ADHD symptoms. CONCLUSION: It is important to consider parental levels of ADHD symptoms in the context of other family members' symptoms as well as other forms of psychopathology.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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