Understanding the link between maternal adult attachment classifications and thoughts and feelings about emotions
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 examine the associations between maternal representations of attachment, as assessed with the Adult Attachment Interview (AAI; George, Kaplan, & Main, 1996), and mothers' thoughts and feelings about their own emotions and emotions emerging in their toddlers. Eighty-nine adolescent mothers completed the AAI and the Center for Epidemiological Studies Depression Scale (CES-D; Radloff, 1977) and Katz, Gottman, Shapiro, and Carrere's (1997) meta-emotion interview for parents of toddlers. Autonomous mothers demonstrated the most open and flexible mindset around a variety of emotions in themselves and their toddlers. Dismissing mothers exhibited a tendency to minimize internalizing emotions in themselves and their children, while unresolved mothers described the most emotion regulatory difficulties.
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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 | 0.002 | 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