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
Abstract Based on four years of embedded observation in the cabinet of a European Commissioner, this book develops a sociology of international political work. Empirically, it offers an insider’s chronicle of the European Union between 2015 and 2019. The analysis traces the successes and failures of Commissioner Pierre Moscovici and his team on five issues that defined European politics between 2015 and 2019: the Greek crisis, budgetary disputes with Spain and Portugal, the rise of populism in Italy, the reform of the eurozone, and the fight against tax evasion. The aim is not to ascertain whether the Commission’s policy was good or bad, but to understand how political work is done in a European Union where the “spectacle of power” is blurred by twenty-four official languages, twenty-eight national histories, a powerful technocracy, and sometimes opaque institutions. As a life-long socialist politician and former French finance minister, Pierre Moscovici was perhaps the most intensely political character in Jean-Claude Juncker’s self-styled “Political Commission.” Brandishing his leftist identity, rejecting technocratic talk, he surrounded himself with staffers sharing his ambition—but also critical of his actions. Shadowing them from the corridors of the Berlaymont, the seat of the European Commission, to Washington and Athens, The Political Commissioner throws light on the partisan struggles that shaped the Juncker Commission, tensions with the Eurogroup and the Parliament, and recurring conflicts with the Member States. It also shows how political staffers operate informally and in their interaction with the media and civil servants, as they craft and sell public policies to the public.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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