Democratization Without Representation: The Politics of Small Industry in Mexico
Bibliographic record
Abstract
Democratization Without Representation: The Politics of Small Industry in Mexico, Shadlen, Kenneth C., University Park: Pennsylvania State University Press, 2004, pp. vii–xvi, 208. In this book Kenneth Shadlen addresses the important question of what democracy has really meant for civil society in Mexico. Mexico counts among the stragglers over the finish line of third-wave transitions, but, as elsewhere, hopes were high that democratization would magically result in political, social and economic betterment for all. Shadlen's book is among a growing number of studies drawing attention to the differences between electoral democracy—based on electoral turnover through relatively free and fair contests—and quality democracy—a more ideal regime type with intensive participatory and representative aspects. He challenges the perception that any kind of democracy always benefits all citizens more than other regimes, by offering an in-depth analysis of small business's interest aggregation and articulation difficulties, which have increased with the transition.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.006 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".