Figures of Admiration in Emerging Adulthood
Bibliographic record
Abstract
Admiration is a social emotion that is developmentally formative in emerging adulthood; admired adults act as mentors, role models, and sources of inspiration to this age-group. The present study explored who and what emerging adults admire in their elders, across four countries (UK, Iran, China, and Russia). A total of 525 participants provided written descriptions of an admired figure. Across all cultures, care and generativity was the most common theme. Cross-cultural differences emerged for the themes of limitations and difficulties (most prevalent in China), autonomy and assertiveness (most prevalent in Russia), intellect and education (most prevalent in Russia), and religion and spirituality (most prevalent in Iran). Males and females in the UK and Russia tended to select admired figures of their own sex, but in Iran and China both male and female participants selected more male than female figures. The findings suggest a common thematic core to admiration in emerging adulthood combined with culturally specific features.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".