Bibliographic record
Abstract
This paper draws attention to the potential pitfalls and possibilities of a new cosmopolitanism. The first part of the paper briefly portrays cosmopolitanism as a name and metaphor for a way of life, an ideal and an outlook. The second part, however, discloses a paradoxical attribution of the metaphor, revealing the ways in which it assumes something which it is not. The third part of the paper further explores the powers of this paradox, arguing that the new cosmopolitanism can be seen as a riddle that surprises, bewilders and educates: The surprise is in the deviation from current and most common ways of speech. The bewilderment happens as the mantra of cosmopolitanism is bringing together logical opposites, jumbling categories and disturbing pre-existing modes of thought. The educational work of cosmopolitanism thus occurs as a violation of the cognitive framework and logical categories generating our very modes of learning. The vital work of the new cosmopolitanism is therefore in the ways in which it creates epistemic ruptures, recasts our mental categories, generates radically new modes of learning, and thus completely new ways of experiencing, seeing and knowing a world of change. But what are the potential pitfalls and possibilities of a discourse jeopardizing the very vision of the social world, and thus the world itself?
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 | 0.009 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.010 | 0.085 |
| Scholarly communication | 0.016 | 0.023 |
| Open science | 0.002 | 0.016 |
| Research integrity | 0.004 | 0.009 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".