Chinese Science Museum Educators’ Perspectives on the Contradictions between Their Practice and Visitors’ Expectations
Bibliographic record
Abstract
Science museum educators’ perceptions of the relationship between their professional practices and visitors’ expectations affect the formulation of their self-identity and their educational practices as museum education professionals. Situated in the sociocultural context of Chinese science museums this phenomenological study explored the perceived contradictions between museum educators’ and visitors’ expectations from the educators’ standpoint. In this study, 23 museum educators from five Chinese science museums participated in face-to-face semi-structured interviews. Informed by Cultural Historical Activity Theory (CHAT) the outcomes suggest four thematic contradictions within the activity systems composed of museum educators and visitors. This study demonstrates the sociocultural complexities of educator-visitor relationships and offers suggestions for building a collaborative learning community for museum education in Chinese science museums. Moreover, the outcomes have relevance for other museums situated in similar cultures around the world where science museums and museum education are a relatively new and developing enterprise.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".