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
<JATS1:p>Mazzoleni, Stewart, Horsfield, and their contributors analyze the two-way relationship of the mass media and the contemporary phenomenon of extreme right wing neo-populist political parties which emerged in the closing years of the 20th century across the world. The success of Jean-Marie Le Pen, leader of the neo-populist Front National, in the first French presidential ballot in April 2002 shows that these extremist parties have strong, if varying, electoral support. Drawn into reporting on the policies and antigovernment critiques of the new parties, the mass communication institutions, especially those engaged in news production, have been challenged by a variety of unconventional but effective political campaign strategies that caused many media professionals considerable challenge.</JATS1:p> <JATS1:p>Taking an approach informed by mass communication theory, this book analyzes eight case studies of the interaction of news media dynamics and neo-populism in Austria, Australia, France, Canada, India, Italy, the United States, and the Latin American region against the background of widespread disenchantment with traditional parties and the complacency and cynicism of popularly elected governments. Insights into media responses reveal how dependent on media coverage the neo-populist parties were and how, in many cases, the media were initially unequal to the confronting ideologies of the new parties. Although the news media exploited the new parties, new parties exploited the news media as well in quite shrewd and original ways. This is an important resource for scholars, students, and other researchers involved with political mass communications and right-wing political organizations.</JATS1:p>
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 | 0.001 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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