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
Recently, it has been argued that, despite the absence of European-wide mass media, a European public sphere is emerging, as some issues of European relevance become debated at the same time with the same intensity and with recourse to the structures of meaning throughout the entire European Union. This article examines the media framing of Silvio Berlusconi's controversial address as president of the European Council of Ministers to the European Parliament on 2 July 2003, in which he compared the Social Democrat MEP Martin Schulz to a kapò, an auxiliary concentration camp guard. The data are drawn from six EU countries, the US, Canada and Switzerland and show that while the reporting of the speech do satisfy two of Schlesinger's three criteria for the development of a European public sphere – the existence of a Europe-wide news agenda that is part of everyday media consumption of large audiences across nation-states – the data do not indicate a European transcendence of national public spheres.
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 | 0.005 | 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 | 0.002 | 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