Contemporary Issues in Global Criminal Justice
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
Contemporary Issues in Global Criminal Justice provides a holistic analysis of modern criminal justice issues, encompassing the pre-trial, investigative, and post-conviction stages of criminal justice in legal settings across the world. The contributors acknowledge and examine the vast array of challenges in global criminal justice, from the role of the International Criminal Court to policing, the integration of technology, and how marginalized groups, such as sex workers and those with addictions, are treated in the courts. With contributions from scholars in England and Wales, New Zealand, Croatia, Spain, the Netherlands, Canada, and The Republic of North Macedonia, this book is not limited to one jurisdiction, and highlights that criminal justice is very much a global issue in a state of crisis. From policing to the courts, it is in urgent need of reform. Without a competent criminal justice system, justice does not exist. This book would be of interest to scholars in the legal, criminal justice, and criminology fields.
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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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