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Record W4385387115 · doi:10.18280/ijsse.130302

Modeling the Performance of Criminal Law Functions in the Context of Safety and Security Development

2023· article· en· W4385387115 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Safety and Security Engineering · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicLegal and Policy Issues
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)Computer securityComputer scienceRisk analysis (engineering)BusinessGeology

Abstract

fetched live from OpenAlex

The main purpose of the article is to ensure the safety and security development of the country through the effective implementation of its law functions.For this, the main scientific task is to model the correct execution of criminal law functions in the context of safety and security development (provinces and territories of Canada).The object of the study is the system for ensuring safety and security development.The research methodology involves the use of modern modeling methods.IDEF, SMART, and SWOT methods are used.As a result, we received an information diagram of the performance of criminal law functions in the context of safety and security development.The elements of the novelty of the results of the study are presented by presenting the main stages of the implementation of criminal law functions in the context of safety and security development.The information diagram consists of several blocks that, through arrows, allow you to explain key processes.The innovativeness of the article is presented in the form of a model for the implementation of criminal law functions in the context of safety and security development.The study is limited by taking into account only criminal law functions.One of the limitations is not only the functions, but also the narrowing to the criminal law of only one country, and, as a result, the specifics of the law of other countries are not taken into account.Prospects for further research should be devoted to aspects of ensuring legal security in the framework of safety and security development planning.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.501
Threshold uncertainty score0.154

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.023
GPT teacher head0.286
Teacher spread0.263 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it