Infant, mother, and contextual predictors of mother-very low birth weight infant interaction at 9 months of age.
Bibliographic record
Abstract
This prospective study examined how characteristics of infants (i.e., birth weight and perinatal illness severity), mothers (i.e., anxiety and level of education), and the social context (i.e., maternal received and perceived helpfulness of support) related to mother-very low birth weight (VLBW) infant interaction in 72 dyads. Infant, mother, and contextual factors were assessed at 3 and 9 months of age, and mothers and infants were observed in teaching interactions at 9 months. Dyads whose interaction was more sensitive and responsive included mothers who were better educated and less anxious at 3 months and reported higher perceived support at 3 months. The findings highlight the importance of maternal education and well-being in the parenting of VLBW infants.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".