Stealth Democracy: Authoritarianism and Democratic Deliberation
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
In Stealth Democracy, Hibbing and Theiss-Morse seek to show that much of the American public desires “stealth democracy”--a democracy run like a business with little deliberation or public input. The authors maintain that stealth democracy beliefs are largely reasonable preferences, and the public does not want and would react negatively to a more deliberative democracy. This paper introduces an opposing “authoritarian stealth democrats thesis” that suggests that stealth democracy beliefs may be driven by authoritarianism and a variety of related orientations including poor political perspective taking and low cognitive engagement. These orientations may be ameliorated through democratic deliberation. Hypotheses are tested with survey and experimental data from deliberations with a RDD sample of 568 Pittsburgh residents and of 99 Canadian young adults. Using confirmatory factor analysis and OLS regression with cluster-robust standard errors, the paper finds that authoritarianism and related orientations strongly explain stealth democracy beliefs among deliberation participants and that deliberation significantly reduces stealth democracy beliefs and factors behind these beliefs.
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 | 0.001 | 0.002 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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