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
The Islamic caliphate is a key competitor in the global ideological marketplace. Indeed, it has been called ‘one possible configuration for a post-industrial politics’ (Philip W. Sutton and Stephen Vertigans, ‘Islamic “New Social Movements”?: Radical Islam, Al-Qa'ida and Social Movement Theory’, Mobilization 11, no. 1(2006): 105). What is its nature? The answer illustrates the argument that the relationship between the informal conception of collective identity and its non-agentive interest in formal establishment is the ontological basis of international relations. This points the way toward resolution of the agent–structure problem with reference to evolutionary theory. Distinguishing between action and behaviour on the basis of subjecthood is useful, showing that actors' primary interest is self-identification through affirmation of an institutional ideal-state. Such ideational objects do not act, but those through which agents successfully constitute and affirm themselves are more likely to prosper strategically. The caliphate is one such. Thus, conceptions of collective identity behave, compete and evolve.
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 | 0.000 | 0.000 |
| 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 | 0.000 | 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