Cultural and Personality Determinants of Leniency in Self-Rating among Chinese People
Why this work is in the frame
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Bibliographic record
Abstract
This study examines how cultural values (i.e., individualism and collectivism) and personality (i.e., self-perceived superiority and exhibitionism) jointly affect self-rating among Chinese respondents from mainland China ( N = 161), Hong Kong ( N = 350), and Taiwan ( N = 398). The results demonstrated that respondents with a more individualistic cultural orientation exhibit greater leniency in self-rating than those with a more collectivistic cultural orientation. Furthermore, self-perceived superiority and exhibitionism are related to high self-ratings among individuals who expressed low individualism values, but not among individuals who expressed high individualism or collectivism values. The results suggest that self-rating research needs to take both the individual's cultural values and personality traits into account.
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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