Chinese Family Groups' Museum Visit Motivations: A Comparative Study of Beijing and Vancouver
Bibliographic record
Abstract
Abstract This comparative study explored Chinese family groups' dominant visit motivations in science museums and aquariums in order to understand the perceptions of these audiences, who are an under‐represented cultural demographic in the literature. In this study, 503 Chinese participants—131 in the China Science and Technology Museum, Beijing; 127 in the Beijing Aquarium, Beijing; 136 in Science World British Columbia, Vancouver; and 109 in the Vancouver Aquarium, Vancouver—completed a Family Group Visit Motivation Questionnaire. The results report four dominant visit motivations for these Chinese family groups. Significant differences in a fifth motivation, social interaction, were detected in comparing the Beijing and Vancouver Chinese family samples. Also, Chinese family groups were more likely to perceive science museums to be settings that can satisfy their educational and personal interest needs, compared to aquariums. This study provides insights for science museums and aquarium practitioners to better understand this audience demographic.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".