Safer and Stronger? The Decline of Managerial Competence and Liberal Welfarism in Justice Policy
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
Since the SNP came to power in 2007, they have sought to pursue two objectives with respect to matters of justice: to demonstrate managerial competence; and to ‘re-tartanise’ Scottish justice policy. While the headline figures present a generally positive figure of the SNP's nine years in government, belying these figures is an increasing tendency towards illiberal and authoritarian justice policies, as well as mismanagement on the part of ministers. This article considers the SNP's approach to and management of justice policy, and whether or not they have been successful in the pursuit of their twin objectives. It considers the degradation of ministers’ once-strong relationship with the legal professions, the management of the Crown Office and Procurator Fiscal Service, the establishment of Police Scotland, and the Scottish Ministers’ increasing deference to the police on ‘operational matters’. It further considers the continuation of the ‘ned-bashing’ agenda of the Scottish Government and concludes that, while ministers might rhetorically seek to appear liberal and welfarist, in contrast to England and Wales, the reality has been the pursuit of punitive policies that are arguably even less liberal, and less welfarist, than that of their predecessors, or their counterparts in England and Wales.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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