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
In the summer of 2013, two major televisual outlets released a groundbreaking campaign of information about a massive mafia-lead traffic of toxic and radioactive waste involving the peripheries of Napoli and Caserta, southern Italy, which was historically covered up by the national secret services. The widespread mass-mediation of such a dramatic news significantly impacted the local cultural sphere. At the same time, it elicited eclectic (re)actions among the dwellers of these two areas, which the media dubbed as the “Land of Fires.” This article ethnographically analyzes the “Land of Fires” case study as a discursive milieu that mirrors the relationships between power, cultural production, and political change in neoliberal Italy. In so doing, it aims to redefine the contemporary Italian mediascape, which most academic literature describes as a “cynical” machine of political consent merely engendering “televised” subjectivities amid its publics, as an highly controversial (but still sophisticated and vibrant) space of socio-cultural production.
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 | 0.000 | 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