Bibliographic record
Abstract
For solidarity, because it partakes of reason, and hence of generality, is able to comprehend a multitude conceptually, not only the multitude of a class or a nation or a people, but eventually all mankind. (Arendt 1963: 88) Introduction The final mode of practice of global justice to be considered in this book is solidarity, for, as the previous chapters suggest, it constitutes the ground into which progressive global civil society actors are anchoring other forms of struggle for universal civil-political and socio-economic rights. Apart from the fact that the weaving of ties of mutuality across borders is required for the labour of bearing witness, forgiveness, foresight and aid to be viable, cosmopolitan solidarity stands as the culmination of the work of global justice; beyond the commonplace calls for a planetary consciousness lies a more robust and radical sense of cosmopolitan responsibility for the substantive realization of human rights and opposition to structural injustices in all parts of the world. Indeed, the unprecedented coupling of transnational economic integration and cultural diversity – a coupling for which the term ‘globalization’ often comes to stand as shorthand – has prompted many prominent figures to call for a new cosmopolitanism or internationalism among the world's peoples. However, the advent of an extreme form of neoliberalism that exacerbates already glaring domestic and global disparities in wealth distribution as well as of a ‘clash of fundamentalisms’ pitting co-constitutive and Manichean brands of religious extremism to one another (Ali 2002) clearly indicate that a progressive cosmopolitan world order is far from being a necessary outcome of globalizing tendencies.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.015 |
| Scholarly communication | 0.005 | 0.007 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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".