The roles of connectedness-oriented behaviours of toddlers and mothers in predicting Chinese children’s school adjustment: a longitudinal study
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
This study investigated connectedness-oriented behaviours during mother–child interaction and their associations with children’s later school adjustment in China. One hundred and ten children, 50 boys and 60 girls, about 2 years old and their mothers took part in the original observation. Ninety-two children, 44 boys and 48 girls, of the original sample participated in the follow-up study 5 years later, when the children were 7 years old. The data of connectedness-oriented behaviours was collected from the laboratory observation when the children were aged 2. The school adjustment data were collected when the children were aged 7. The results indicated that children’s behavioural connectedness and maternal encouragement of connectedness have different meaning to children’s adjustment in later years in China. The possible influences of cultural values, only child policy and social changes were discussed.
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