MétaCan
Menu
Back to cohort
Record W2157592114 · doi:10.5539/ass.v10n4p93

Legal Issues in Implementing the Community Service Orders for Child Offenders in Malaysia

2014· article· en· W2157592114 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.
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

VenueAsian Social Science · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicLegal and Social Justice Studies
Canadian institutionsnot available
FundersUniversiti Kebangsaan Malaysia
KeywordsImprisonmentSentenceService (business)Punishment (psychology)Community serviceOrder (exchange)LawCriminologyPsychologyBusinessPublic relationsPolitical scienceSocial psychologyComputer scienceMarketingFinanceArtificial intelligence

Abstract

fetched live from OpenAlex

Community service orders are a proposed alternative form of punishment for children who have been or are in conflict with the law. Despite an absence of clear laws in Malaysia pertaining to this order regarding its application to child offenders, it is nonetheless viewed as a more suitable form of punishment in protecting a child offender’s best interest compared to a fine or a sentence of imprisonment. In light of the above, the objective of this article is to analyse two main legal issues relating to the future implementation of community service orders as an alternative form of sentence, such as the number of credit hours per sentence and the types of community service activities to be implemented. The research has shown that there is no uniformity in determining the minimum and maximum amount of credit hours in implementing community service orders against child offenders where some countries may have the maximum of 80 to 150 hours and 8 to 10 hours for the minimum. The research also found that community service orders have greatly benefited both the society and child offenders; the child offenders will be integrated back to the society and might as well undergo their rehabilitation process. This research may be significant in preparing guidelines or a complete implementation model for community service orders applicable to child offenders in Malaysia, as well as a reference for the Officers in the Community Service Department and Magistrates in the Child Courts in Malaysia.

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)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.778
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0070.001
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.027
GPT teacher head0.346
Teacher spread0.319 · 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