Book review: Multi-Level Party Politics in Western Europe
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
Multi-Level Party Politics in Western Europe is a study of territorial dynamics within party systems and party organizations in Western European multi-layered systems. It argues that processes of state restructuring and party crisis have forced parties to adapt their competitive strategies and internal structures. With the logic of territorial party competition becoming more complex, parties in Europe have developed quite different responses to deal with the challenges of multi-level politics. This book challenges the 'national bias' of party research which has traditionally focused on the statewide level by assuming broadly uniform patterns. Speaking to students of party politics and territorial studies, it contributes to a new territorial approach which acknowledges the importance of multi-layered institutional framing for party politics. Its also includes a thorough comparative analysis of vertical linkages and sub-state autonomy in Austrian, Belgian, British, German and Spanish parties.
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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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