Preservation amenity, research laboratory, or mineral reserve? International perspectives on the values of Antarctica
Bibliographic record
Abstract
Abstract Inspired by notions of interest of humankind and intergenerational equity, we explored Antarctic perceptions of a subset of future generations—university students. Students at three universities in Canada, the Netherlands, and the USA were surveyed to determine the relationships between nationality, academic major, opinions on values of Antarctica, and support for a range of human activities in Antarctica ( n = 618). Logistic regression was used to model the relationship of these variables with support for designation of Antarctica as a wilderness reserve, construction of new research stations, and mining. Compared with business and economics majors, biological sciences and natural resources/conservation majors were more likely to support wilderness designation and less likely to support mineral resource development. Nationality was not significantly associated with support for construction of new research stations and mineral resource development. Opinions on the value of Antarctica and support for activities also exhibited significant influences on dependent variables. Consistent with earlier studies of Antarctic scientists, personnel, tourists, and other members of the general public, university students valued Antarctica as one of the world’s last great wildernesses (66%), an important component of the Earth’s climate system (66%), and a science laboratory for the benefit of mankind (62%).
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".