New Directions in Analyses of Parenting Contributions to Children's Acquisition of Values
Bibliographic record
Abstract
Traditional theories of how children acquire values or standards of behavior have emphasized the importance of specific parenting techniques or styles and have acknowledged the importance of a responsive parent-child relationship, but they have failed to differentiate among forms of responsiveness, have stressed internalization of values as the desired outcome, and have limited their scope to a small set of parenting strategies or methods. This paper outlines new directions for research. It acknowledges the central importance of parents and argues for research that (1) demonstrates that parental understanding of a particular child's characteristics and situation rather than use of specific strategies or styles is the mark of effective parenting; (2) traces the differential impact of varieties of parent responsiveness; (3) assesses the conditions surrounding the fact that parents have goals other than internalization when socializing their children, and evaluates the impact of that fact; and (4) considers a wider range of parenting strategies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.020 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.007 | 0.006 |
| Science and technology studies | 0.003 | 0.016 |
| Scholarly communication | 0.008 | 0.011 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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 source (direct Gemma or distilled Codex), 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".