Penal Populism and Public Opinion
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.
Full frame distilled prediction
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.
- Candidate categories
- Insufficient payload (model declined to judge)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: Not applicable
- Genre
- Candidate signal: OtherConsensus signal: Other
- Teacher disagreement score
- 0.388
- Threshold uncertainty score
- 0.998
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.257 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Abstract Although criminal justice systems vary greatly around the world, one theme has emerged in all western jurisdictions in recent years: a rise in both the rhetoric and practice of severe punishment at a time when public opinion has played a pivotal role in sentencing policy and reforms. Despite the differences among jurisdictions, startling commonalities exist among the five countries-the U.K., USA, Canada, Australia, and New Zealand-surveyed here. Drawing on the results of representative opinion surveys and other research tools the authors map public attitudes towards crime and punishment across countries and explore the congruence between public views and actual policies. Co-authored by four distinguished sentencing policy experts, Penal Populism and Public Opinion is a clarion call for limiting the influence of penal populism and instituting more informed, research-based sentencing policies across the western world.
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.
The record
- Venue
- Topic
- Criminal Justice and Corrections Analysis
- Field
- Social Sciences
- Canadian institutions
- not available
- Funders
- not available
- Keywords
- PopulismPublic opinionRhetoricPolitical scienceCriminal justicePunishment (psychology)Theme (computing)CriminologyPublic policyLimitingSociologyLawPsychologySocial psychologyPolitics
- Has abstract in OpenAlex
- yes