Analysis of the Jurisdiction of the Courts of First Instance of Turkey
Bibliographic record
Abstract
The article presents three periods from the history of the legal system of Turkey, the knowledge of which will allow for objective scientific research. Indeed, each period has contributed to the development of the judicial system. Of particular importance will be the attitude of the legislator to the justice of the peace in criminal matters with a maximum sentence of up to 1 year in prison. The latter since 2014 were abolished and their load was redistributed to a higher authority. France did likewise, which also rejected justice of the peace. In addition, this study addresses the issues of the accelerated process, which was either introduced or canceled. In Russia, a simplified legal procedure has been successfully applied. Most European countries apply simplified the legal procedure to criminal offenses for which the maximum sanction of punishment is up to five years in prison. In Turkey, a simplified legal procedure was applied to criminal offenses with a maximum sentence of up to 2 years in prison. Despite a small sanction and tendencies in other countries to introduce simplified procedures, the Turkish legislator refused this practice.
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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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".