The relation between early mother–infant skin‐to‐skin contact and later maternal sensitivity in South African mothers of low birth weight infants
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 relation between early mother-infant skin-to-skin contact (SSC) and mothers' subsequent sensitivity to their low birth weight infants was investigated in a study of 12 mother-infant dyads who participated in a South African randomized control study of early SSC. The dyads were visited in the home when infants were under 1 year. Amounts of SSC were taken from hospital records and home interviews. Videotapes of mother-infant interactions in the home were scored for maternal sensitivity on the Maternal Behavior Q-Sort (D.R. Pederson, G. Moran, & S. Bento, 1999) and the Maternal Behavior subscale of the Nursing Child Assessment Teaching Scale (G. Sumner & A. Spietz, 1994). Amount of SSC in infants' first 24 hr correlated with amount of SSC through the first month. Amount of SSC in infants' first 24 hr independently accounted for maternal sensitivity on both measures, indicating that early mother-infant SSC predicted subsequent maternal sensitivity.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.002 |
| 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