Bibliographic record
Abstract
Francis Dupuis-Déri confronts the domestication of radical ideas in his superb and stimulating essay, “Global Protestors Versus Global Elites: Are Direct Action and Deliberative Politics Compatible?”, and leads to the intriguing claim that the legitimacy of radical anti-capitalist protest rests ultimately on its internally deliberative quality. This account, however compelling as it stands in many ways, seems to give undue predominance to legitimacy claims. The problem of democracy and global capitalism today is that the global justice movement’s designated constituency does not exist as an actor, for the simple reason that the majority of its putative members have yet to accept the problem forwarded by the global justice movement. People must be convinced to join movements against corporate control, democratic weakening, and income inequality ; fortifying legitimacy among the already committed does not seem to be helping.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.025 | 0.050 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.012 | 0.078 |
| Scholarly communication | 0.015 | 0.019 |
| Open science | 0.002 | 0.010 |
| Research integrity | 0.016 | 0.023 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".