DIRECTIONS OF INTERNATIONAL COOPERATION IN THE FIELD OF TRAINING OF POLICE STAFF
Bibliographic record
Abstract
The scientific article examines the issues of areas of international cooperation in the field of police training. Emphasis is placed on the best practices of Western Europe, the United States and Canada. At first it was emphasized that in modern conditions there is a rapid development of international relations on the principles of integration and mutual enrichment, and not on the terms of rigid differentiation. It is determined that the interaction is especially evident in the field of international cooperation of European law enforcement agencies. The author found that international police cooperation is carried out in several main areas: 1) assistance in training for foreign law enforcement agencies; 2) joint research of problems of struggle against offenses; 3) exchange of experience in the field of police training; 4) provision of logistical and advisory assistance. Emphasis is placed on the fact that an important factor is the recognition by the international community among other areas and the need for cooperation in the field of personnel training. The author formulates the main directions of international cooperation in the field of police training, in particular: integration into international bodies and organizations in the field of police training; integration into international police educational institutions; integration into the education system of leading foreign educational institutions, study of experience, analysis of the work of structural units, study of the scale of social activity, the field of scientific research, etc .; creating conditions for the development of police education in a particular country with the help of international partners and the experience of foreign countries; provision-receipt on a mutual, and more often on a unilateral basis to foreign colleagues of means of equipment, communication, equipment for use in police training. Finally, it is noted that the most intensive and effective police cooperation is carried out by the police of highly developed countries with similar economic, political and social conditions, similar legal attitudes and principles of law enforcement.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.042 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.006 | 0.009 |
| Scholarly communication | 0.012 | 0.010 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.012 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".