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
Of the sectors comprising international capital markets, insurance and reinsurance have attracted relatively little attention from students of politics. New social conventions and financial instruments arising from the invention of probabilistic calculation and the discovery of risk began to spread around the world five centuries ago. Today, states and firms are harnessing the logic of insurance to address an expansive array of risks confronting their societies. In Insuring States in an Uncertain World, Louis Pauly examines the history and politics of pragmatic experiments aimed at governing complex global risks. His fascinating and accessible narrative explores the promise and the challenges of multi-faceted insurance arrangements in arenas ranging from nuclear energy production and international financial intermediation to those focused on environmental change, infectious diseases, and disruptive new technologies. At a time when the foundations of global order are under mounting stress, Pauly makes the case for limited and effective political innovation.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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