Maternal Depressive Symptoms and Parenting of Children From Birth to 12 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
Maternal depression, especially in the early years of child development, affects parenting behaviors that have been repeatedly linked to poor outcomes in children. However, recurrent maternal depression may be a more potent predictor of parenting than depression that only occurs in the early years. Longitudinal population data were used to examine the influence of depression in the first 2 years postpartum alone or in combination with recurrent episodes of depression on self-reported parenting behaviors known to influence children's development. Growth curve hierarchical linear modeling was used to examine the relationships among depression in the early years, recurrent depression, and parenting during children's first 12 years of life. Findings revealed that 63% of the depressed mothers reported recurrent episodes of depression. Self-reported parenting behaviors characterized by positive forms of discipline, firmness, and consistency were related to recurrent episodes of depression, whereas warmth and nurturant parenting behaviors were unaffected by recurrent episodes.
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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) | 0.000 | 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 | 0.001 |
| 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