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Record W4415590747 · doi:10.33996/revistalex.v9i31.390

Justicia restaurativa: procesos restaurativos de enfoque para la reinserción social en el sistema penal juvenil

2025· article· W4415590747 on OpenAlexaboutno aff
Yahaira Berenice Martínez Pérez

Bibliographic record

VenueRevista Lex · 2025
Typearticle
Language
FieldSocial Sciences
TopicCriminal Justice and Penology
Canadian institutionsnot available
Fundersnot available
KeywordsCriminal justiceEconomic JusticeDerechoPenal codeAdministration of justice

Abstract

fetched live from OpenAlex

El presente artículo es producto de una revisión documental que tiene por objetivo analizar la aplicación de la Justicia Restaurativa y, por ende, los Procesos Restaurativos en el Sistema Penal de Justicia para Adolescentes como modelos resocializadores. El estudio enfoca una investigación de tipo descriptiva de diseño cualitativo, se aplica un método inductivo-deductivo a través de análisis reflexivo, y un método exegético jurídico. Se encontraron los primeros antecedentes de aplicación en justicia penal juvenil en la Ciudad de Ontario Canadá en 1974, y se determinó la trascendencia de la justicia restaurativa en el ámbito internacional. Del análisis se observaron distintos procesos restaurativos establecidos por las Naciones Unidas, y por ende en las leyes adjetivas mexicanas. Como resultado principal la justicia restaurativa promueve la reintegración, la responsabilización y la reinserción social, priorizando el derecho a la verdad, derecho a la justicia y el derecho a la reinserción social; dejando atrás el proceso penal punitivo. Se concluyó que los procesos restaurativos fungen como modelos resocializadores en Sistema de Justicia Penal para Adolescentes.

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.

How this classification was reachedexpand

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)0.003
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.791
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0020.002
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.034
GPT teacher head0.409
Teacher spread0.374 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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