The Mass Media's Political Agenda-Setting Power
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
Do mass media determine or codetermine the political agenda? Available answers on this question are mixed and contradictory. Results vary in terms of the type of political agenda under scrutiny, the kind of media taken into account, and the type of issues covered. This article enhances knowledge of the media's political agenda-setting power by addressing each of these topics, drawing on extensive longitudinal measures of issue attentiveness in media, Parliament, and government in Belgium in the 1990s. Relying on time-series, cross-section analyses, the authors ascertain that although Belgium is characterized by a closed political system, the media do to some extent determine the agenda of Parliament and government. There is systematic variation in media effects, however. Newspapers exert more influence than does television, Parliament is somewhat more likely to follow media than government, and media effects are larger for certain issues (law and order, environment) than for others (foreign policy, economic issues).
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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 | 0.002 | 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 | 0.002 | 0.002 |
| 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