Homicide and Organised Crime: Ethnographic Narratives of Serious Violence in the Criminal Underworld
Bibliographic record
Abstract
Risk is a major contemporary issue which has widespread implications for theory, policy, governance, public protection, professional practice and societal understandings of crime and criminal justice.The potential harm associated with risk can lead to uncertainty, fear and conflict as well as disproportionate, ineffective and ill-judged state responses to perceived risk and risky groups.Risk, Crime and Society is a series featuring monographs and edited collections which examine the notion of risk, the risky behaviour of individuals and groups, as well as state responses to risk and its consequences in contemporary society.The series will include critical examinations of the notion of risk and the problematic nature of state responses to perceived risk.While Risk, Crime and Society will consider the problems associated with 'mainstream' risky groups including sex offenders, terrorists and white collar criminals, it welcomes scholarly analysis which broadens our understanding of how risk is defined, interpreted and managed.Risk, Crime and Society examines risk in contemporary society through the multi-disciplinary perspectives of law, criminology and socio-legal studies and will feature work that is theoretical as well as empirical in nature.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 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".