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 article explores the lack of controversy over genetically modified objects (GMOs) in the daily life of a research laboratory in Canada. Scientific perceptions of GMOs and the types of knowledge valued in scientific research contribute toward an absence of discussion on the wider social implications of GMOs. Technical and epistemic knowledge are crucial for the success of a scientific project, whereas discussion of the social values involved may be allocated to particular settings, people, or research stages. GMOs, within scientific circles, are seen as many individual projects with different goals, rather than as a single object. Therefore, according to this view, it is inappropriate to be opposed to or to support GMOs in general, without first ascertaining the specifics of a particular project. How then are scientists engaged in seemingly local, distinct projects seen as globally defending this technology? Scientific expertise unevenly translates into political voice, transforming into silences as well as debates.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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 it