MétaCan
Menu
Back to cohort
Record W4417114620 · doi:10.37523/sui.2025.65.4.021

СРАВНИТЕЛЬНЫЙ АНАЛИЗ ФСИН РОССИИ И ЗАРУБЕЖНЫХ ПЕНИТЕНЦИАРНЫХ СИСТЕМ

2025· article· ru· W4417114620 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.

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

VenueVestnik Samarskogo iuridicheskogo instituta · 2025
Typearticle
Languageru
FieldBusiness, Management and Accounting
TopicTransportation Systems and Infrastructure
Canadian institutionsnot available
Fundersnot available
KeywordsFocus (optics)Key (lock)Service (business)Organizational structureQualitative comparative analysisChristian ministry

Abstract

fetched live from OpenAlex

Данная статья посвящена комплексному сравнительному анализу пенитенциарной системы современной России и пенитенциарных систем ведущих зарубежных стран: Соединенных Штатов Америки, Канады, Федеративной Республики Германия, Норвегии и Швеции. Основное внимание уделяется выявлению сходств и фундаментальных различий в организационно-правовых основах, структурном построении, количественных показателях и подходах к исполнению уголовных наказаний. Исследование наглядно демонстрирует ключевой структурный контраст между централизованной, иерархической моделью ФСИН России, подчиненной Министерству юстиции, и децентрализованными системами таких государств, как США, Канада и Германия, где полномочия распределены на федеральном и региональном уровне. Детально анализируются статистические данные, касающиеся численности заключенных, количества исправительных учреждений и их средней вместимости, что позволяет объективно оценить масштабы и условия содержания в разных юрисдикциях. Были выявлены как существенные различия, так и общие проблемы, с которыми сталкиваются пенитенциарные системы, а также выделены «сильные» и «слабые» стороны в деятельности Федеральной службы исполнения наказаний, в том числе: масштаб инфраструктуры, уникальный исторический опыт, структурные проблемы, такие как переполненность исправительных учреждений и недостаточность программ реинтеграции. Также были сформулированы практические рекомендации по имплементации положительных элементов зарубежного опыта с учетом российской правовой и социально-экономической специфики. This article provides a comprehensive comparative analysis of the current Russian penitentiary system under the Federal Penitentiary Service (FSIN) and the penitentiary systems of leading foreign countries: the United States, Canada, Germany, Norway, and Sweden. The focus is on identifying similarities and fundamental differences in organizational and legal frameworks, structural design, quantitative indicators, and approaches to the execution of criminal sentences. The study clearly demonstrates the key structural contrast between the centralized, hierarchical model of the Russian FSIN, subordinate to the Ministry of Justice, and the decentralized systems of countries such as the United States, Canada, and Germany, where authority is distributed between the federal and regional levels of government. A detailed analysis of statistical data on the prison population, the number of correctional facilities, and their average capacity allows for an objective assessment of the scale and conditions of detention in different jurisdictions. Both significant differences and common challenges facing penitentiary systems were identified, and the strengths and weaknesses of the Federal Penitentiary Service of Russia were highlighted, including the scale of its infrastructure, its unique historical experience, and structural issues such as overcrowding in correctional facilities and the inadequacy of reintegration programs. Practical recommendations were also formulated for implementing positive elements of international experience, taking into account Russia's legal and socioeconomic context.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.567
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.004
Science and technology studies0.0020.001
Scholarly communication0.0030.005
Open science0.0020.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.004

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 head0.009
GPT teacher head0.224
Teacher spread0.215 · 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