Mobile knowledge and the media: The movement of scientific information in the context of environmental controversy
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
This paper examines the role of the news media in transnational flows of knowledge. Its focus is on salmon aquaculture, an industry operating in Europe, Canada, and elsewhere. To examine the movement of knowledge from Europe to Canada, a sample of 323 news stories mentioning European aquaculture was drawn from 1261 stories about aquaculture published in Canadian newspapers between 1982 and 2007. Their analysis demonstrates the role of the media in selectively moving and shaping scientific knowledge. This role has been influenced by numerous factors, including journalistic norms, source strategies, and the assertion of trust, relevance and scientific credibility. This analysis corrects the common assumption in the internet era that information flows freely: new technology has not obviated the role of social factors. The media's role in the movement of knowledge also has implications for the geography of science, and for the status of science as a situated practice.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.007 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.015 |
| 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 it