Market Socialism Meets the Lost Generation: Motivational Orientations of Adult Learners in Shanghai
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In Western countries, women and men, young and old, enroll in adult education for different reasons. This is even more the case in China. This study helps Shanghai program planners better appreciate learners by understandinghow motivational orientations vary as a function of gender and age. The Chinese version of the Education Participation Scale was administered to 448 adults enrolled in Shanghai adult education classes. It had a factor structure loosely comparable to the English version. Women were more inclined than men to be enrolled for social stimulation, social contact and cognitive interest. However, gender differences were less pronounced than those for age. The Cultural Revolution and pressures of market socialism in postmodern Shanghai appeared to shape motivational orientations of participants who came of age between 1966 and 1976. Just the fact that learners were asked about motivational orientations may change the politics of human subjectivity in Shanghai adult education.
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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) | 0.002 | 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 it