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 Democratic deliberation is credited with a variety of virtues, including its possible usefulness in resolving, or at least ameliorating, inter‐cultural conflicts. This paper questions this claim. First, it overlooks that the facts and principles involved in these conflicts generally prove contestable and that such contestation is likely to be greater the less homogenous societies are. Second, it neglects that many, if not most, citizens have neither the time nor the inclination to acquire the conceptual and factual knowledge needed to try and overcome these differences. As a result, the more inclusive and popular deliberation becomes, the less suitable it may be for overcoming cross cultural disagreements. Indeed, it has the potential to exacerbate rather than narrow the differences between majorities and minorities. These conclusions are drawn from an empirical review of a Canadian debate about aboriginal rights that followed a controversial Supreme Court of Canada decision and comparing the character of deliberation in three contexts: the legal community, the print media and legislative bodies.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| 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