Care reasoning development and family socialisation patterns in later adolescence: A longitudinal analysis
Bibliographic record
Abstract
Over the past 20 years, care reasoning has been increasingly recognised as an important aspect of moral development. Skoe has developed an interview measure of levels of care reasoning about the needs of self and other in relationships, the Ethic of Care Interview or ECI. In the present longitudinal research, we investigated developmental changes and family correlates of reasoning about care issues in a family study of 32 adolescents (aged 16 and then 20 years). There were no gender differences on the ECI for these adolescents, but there was a significant increase in scores over time. Care reasoning levels at age 20 were significant concurrent predictors of self-reported community involvement. Several parenting factors when children were age 16 (parents’ emphasis on caring as a goal in family stories, child reports of a more authoritative family parenting style, and parents’ use of more autonomy-encouraging practices) were associated with higher levels of care reasoning in adolescents at age 20, consistent with theoretical expectations.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".