Retrospection of the Rationality and the Feasibility of the Criminal Reconciliation System
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
In a criminal procedure,if the offender and the victim negotiate to solve the criminal case in the way of confession,compensation and apology,the specialized agency terminate the criminal responsibility investigation of the offender or give lighter punishment to the offender.This form of case treatment method is defined as criminal reconciliation.[1](P191)The system dated from 70s of last century when a reconciliation experiment of‘Victim-Offender’appeared in Ontario,Canada.After that,the method was introduced to America and some European countries.The practice of the method in western countries attached the attention of Chinese law society,and some regions has made legal attempts.However the author hold the view that the criminal reconciliation lacks enough rationality and feasibility,so that it shocks the basic principle of the existing criminal law,corrodes the social psychological basis of the law,and aggravates the judicial corruption.The method has theoretic defects,and it should not be promoted in current judicial practice.
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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 | 0.003 | 0.003 |
| 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