Bibliographic record
Abstract
Purpose – This chapter considers the consequences on liberty in relationship to the development of the international problem-solving court movement.Design/methodology/approach – The research, which relies principally on ethnographic fieldwork in six different common law countries (England, Ireland, Scotland, Australia, Canada, and the United States), explores the development of local problem-solving courts in each jurisdiction. These include drug courts, community courts, domestic violence courts, and mental health courts. The ethnographic fieldwork was supplemented with data from various other sources, including government reports, parliamentary debates, evaluations of individual court programs, publications issued by various advocacy groups, media accounts, public statements and articles by problem-solving court judges, and analyses of specialty courts in law reviews and other academic journals.Findings – The research reveal that the five countries outside of the United States demonstrate greater concern with protecting the dignity of the court, due process, and individual rights – or what the Australians refer to as open and natural justice.Originality/value – It is the first large-scale comparative study of problem-solving courts in the common law countries where the movement is most advanced.
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.
How this classification was reachedexpand
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 | 0.000 |
| 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 | 0.010 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".