A Different Beast? Televised Election Debates in Parliamentary Democracies
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
Research on televised election debates has been dominated by studies of the United States. As a result, we know far less about other national contexts, including many parliamentary democracies that now hold televised election debates. This article makes two contributions to address this. Theoretically, the study argues that traditional approaches for understanding the development of campaign communication practices (particularly, Americanization and hybridization) are limiting when applied to television debates and instead offers an alternative theoretical approach, the concept of speciation drawn from biological science. This is then applied in the empirical section of the article in a comparative analysis of the evolution of televised election debates in four parliamentary democracies: Australia, Canada, West Germany/Germany, and the United Kingdom. Based on this analysis, the article argues that the logic of parliamentary democracy coupled with more diffuse party systems has created a distinctive type of televised debate, generally more open to smaller parties based on their success at winning seats in the legislature.
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 | 0.001 |
| 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 | 0.001 | 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