Biodiversity and Science, Technology, Society and Environment (STSE): Visitor Perceptions at a Science and Natural History Museum
Bibliographic record
Abstract
This qualitative study investigated perceptions of STSE topics manifested by adults visiting four biodiversity exhibits at the Royal Ontario Museum (ROM) in Toronto, Canada. Seven visitors were observed by researchers during their visits and completed post-visit interviews. The theoretical perspective on STSE relationships expounded by Pedretti and Nazir (2011) and Steele (2014) was adopted for the analysis portion of this investigation. Results indicate that the exhibits were able to communicate their central messages on the relationship between human beings and the natural world and the relationship between science and society, as well as reveal some of the effects that these messages had on the public. However, results also support the assertion that some of the intended STSE concepts were not perceived by the participants. Moreover, we identified limitations regarding adult visitors’ abilities to perceive science and technology as human activities embedded in a social, historical and moral context.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.011 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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".