Mobilization in the European Public Sphere: The Struggle Over Genetically Modified Organisms
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
Abstract The objective of this study is to investigate the extent to which supporters and opponents at the European Union (EU) level strive to mobilize the public with regard the issue of genetically modified organisms (GMOs). To this end, it addresses two research questions: First, to which concepts do GMO opponents and supporters refer when seeking to mobilize the public? Second, do GMO opponents and supporters differ in the coherence of the concepts they use to attain public mobilization? The empirical findings show that the pro‐GMO coalition is composed of biotechnology companies as well as representatives of Argentina, Canada, the United Kingdom, the United States, and the World Trade Organization. The anti‐GMO coalition consists of environmental nongovernmental organizations and representatives from most of the EU member states. Altogether, the anti‐GMO coalition has been more coherent in the concepts they invoke in the last few years.
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 | 0.009 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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