Building Faith in Democracy: Deliberative Events, Political Trust and Efficacy
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
Governments have turned to public deliberation as a way to engage citizens in governance with the goal of rebuilding faith in government institutions and authority as well as to provide quality inputs into governance. This article offers a systematic analysis of the literature on the effects of deliberative events on participants’ political efficacy and trust. The systematic review contextualizes the results from a 6-day deliberative event. This case study is distinctive in highlighting the long-term impacts on participants’ political trust and efficacy as key outcomes of the deliberative process unfold, that is, City Council receives then responds to the participants’ recommendations report. Using four-wave panel data spanning 2.5 years and three public opinion polls (control groups), the study demonstrates that participants in deliberative events are more efficacious and trusting prior to and after the deliberative event. Despite the case study’s evidence and the systematic review of existing literature, questions remain about whether enhanced opportunities for citizen engagement in governance can ameliorate low levels of political trust and efficacy observed in Western democracies.
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 | 0.005 |
| 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 | 0.002 |
| 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