Public Order and Security Institutions Competences Which Determine the Working Action Framework of Their Officials. The Case of Hellenic Coast Guard Personnel
Bibliographic record
Abstract
The institutions that have been established by the State and supported democracy, guaranteeing the safeguard of citizens individual and social rights. Each institution is governed by structures, which have specific functions concerning its internal structure, organization and administration but also the specific mission which is requested to carry out, in accordance with the existing legal framework as provided in the Constitution, laws, regulations acts, in the legal opinions issued by the Judicial and Prosecutorial Authorities as also in the legal opinions issued by the Council of the State.In order to be achieved the above there are many institutions which performed – carrying out mainly police duties such as Hellenic Police (HP), Hellenic Coast Guard (HCG), Municipality Police, etc. These institutions and more specifically HP and HCG and in particular, their mission, role, act and their internal administration mechanisms, have been and are often subjected of social criticism but also sometimes subject of social approval.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.014 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.015 | 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".