Shadows From the Past: Party System Institutionalization in Asia
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
This article explains variation in levels of party system institutionalization in Asia by testing available data against several major hypotheses in the literature. The authors make three contributions to the literature on party system institutionalization. First, this study finds that historical legacies are a crucial variable affecting current levels of party system institutionalization. In particular, the immediate postwar period was the crucible from which institutionalized party systems in Asia developed. Second, the authors claim that for a significant number of institutionalized party systems, historical legacies are rooted in some element of authoritarianism, either as former authoritarian parties or as semidemocratic regimes. Third, precisely because authoritarianism has played an important role in the origins of institutionalized party systems, the authors argue that the concept of institutionalization needs to be strictly separated from the concept of democracy.
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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 | 0.000 | 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 | 0.001 | 0.003 |
| 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