Media Motivation and Elite Rhetoric in Comparative Perspective
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
The exchange of diverse points of view in elite deliberation is considered a cornerstone of democracy. This study presents evidence that variations in political motivation for media use predict the tendency of politicians to present deliberative rhetoric that considers multiple points of view regarding issues and sees those views as related to one another. We surveyed 111 incumbent Members of Parliament in Belgium, Canada, and Israel and analyzed a large sample of their parliamentary speeches. The findings demonstrate that motivation to attain media coverage and act upon information from the news media leads politicians to strategically display simple and unidimensional rhetoric due to newsworthiness considerations, but only in countries where the media constitute important resources for reelection. The results contribute to extant literature by demonstrating a media effect on elite deliberation and by emphasizing the moderating role of political systems on the nature of elite rhetoric.
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 | 0.003 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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