Developmental Milestone Expectations, Parenting Styles, and Self-Construal of Caregivers from Malay, Chinese and Indian Backgrounds in Malaysia
Bibliographic record
Abstract
The developmental milestone expectations, parenting style, self-construal in Malaysian caregivers from Malay, Chinese and Indian backgrounds were examined. Striking commonalities emerged, which is in line with the shared collectivist characteristics of these three ethnic groups. Self-construal and parenting style were not significantly different between ethnic groups or mothers and fathers. Caregivers were more likely to endorse an authoritative than authoritarian parenting style. For the developmental milestone expectations, similar age expectations for self-care, emotional control and environmental independence were shared. Indian parents had relatively delayed age expectations for compliance, peer interaction and communication and a later age expectation than the Malay caregivers for education. These later age expectations reflect the relaxed, indulgent view of childrearing held by caregivers from an Indian background. It is important for early childhood educationalists to be aware of cultural differences, so that the transition from home to school can be facilitated in all children.
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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".