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
This article advances a non-reductionist theorization of Europe as ‘multiplicity’. As an object and category of political reality, Europe is made (and re-made) within specific spatio-temporal configurations. For this reason, the first section argues that Europe should be approached as an instance of ‘historical ontology’. This counters a reductionist tendency to ‘fix’ Europe with definitive political and cultural characteristics or historical trajectories. The second and third sections of the article interrogate a few of the ontological ‘lines of flight’ taken by contemporary Europe. The article discusses Europe’s multiplicity through its fields, imaginaries and ways of being in the world. Such a preliminary sketch of European multiplicity is not meant to be exhaustive. Rather, it suggests a new ethos in the study of European politics that privileges historicism, practice, and Europe’s recursive relationship to the world/globe.
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 | 0.009 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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