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
It is often argued today that representative politics is in crisis. Trust in politicians, political parties and even the political system is lower than ever, and for many people politics is at best an entertaining spectacle. At the same time, new forms of politics have emerged. In The End of Representative Politics, Simon Tormey argues that these new forms of politics represent a hope for the future. They do so by eschewing old forms of representative politics in a ‘politics without representatives’, and we have seen this in, among other places, the alter-globalisation protests, the Zapatistas in Chiapas, the indignados in Spain, Occupy Wall Street, and anti-government protests in Brazil and Turkey. These new forms of politics challenge our assumptions about politics and representation, and force us to think beyond the traditional party based democratic institutions – and that’s a good thing too. In this review symposium, Lisa Disch, Pablo Ouziel, Neal Lawson and Simon Tormey discuss the future of representative politics.
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 | 0.002 | 0.010 |
| 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 | 0.016 |
| Scholarly communication | 0.000 | 0.000 |
| 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