Chinese Adolescents' Reasoning About Democratic and Authority-Based Decision Making in Peer, Family, and School Contexts
Why this work is in the frame
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Bibliographic record
Abstract
This study explored the judgments and reasoning of Chinese adolescents (13-18 years of age) from 3 regions of mainland China (N = 574) regarding procedures for making decisions involving children in peer, family, and school contexts. Participants evaluated 2 democratic decision-making procedures (majority rule and consensus) and decision making by adult authorities for 2 decisions embedded in each social context. Judgments and reasoning about decision-making procedures varied by social context and by the decision under consideration, and evaluations of procedures became more differentiated with increasing age. The findings reveal that concepts of rights, individual autonomy, and democratic norms (majority rule) are salient aspects of Chinese adolescents' social reasoning and are used to evaluate critically existing social practices.
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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