Parenting Stress, Marital Quality, and Child Behavior Problems at Age 7 Years
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 study examined the relationship of early family environment and infant characteristics with childhood behavior problems at age 7 years. Sixty-two mothers and 56 fathers of preterm (30-36 weeks gestation and greater than 1500 g) and full-term boys and girls completed the Parenting Stress Index, Dyadic Adjustment Scale, and a measure of socioeconomic status during the child's first year. When their child was age 7 years, parents completed the Eyberg Child Behavior Inventory Intensity (frequency of behavior) and Problem (impact of behavior) scales. Hierarchical regression analyses showed that parenting stress because of their child's distractibility during infancy predicted the frequency of childhood behavior problems at age 7 years for mothers and of the impact of behaviors on the mother and the father. The quality of the marital relationship during infancy predicted the frequency of behavior problems reported by fathers. Public health nurses are well positioned to assess parenting stress and marital quality and to provide support to families during the early stages of parenthood.
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 | 0.000 |
| 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