Parenting Practices and Emerging Adult Well-Being in the United States and China
Bibliographic record
Abstract
Parenting practices that promote or inhibit autonomy in their emerging adult child can impact the well-being of emerging adults. This study explored a variety of parenting practices and how these practices impact emerging adult well-being across two cultures. Associations between parental support, involvement, helicopter parenting, and psychological control and emerging adults’ well-being were compared between two samples of participants ages 18-25: American ( n = 643) and Chinese ( n = 514). Results indicate that parental support can promote well-being among emerging adults, but autonomy-limiting practices of psychological control and helicopter parenting seem to be unfavorable for emerging adults regardless of culture. Differences in reported mean levels of the four parenting practices were observed across the two culturally specific samples; however, the strength of associations between practices and emerging adult well-being was not statistically different.
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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".