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Record W1515957673

The impact of restorative and conventional responses to harm on victims: a comparative study

2013· article· en· W1515957673 on OpenAlexaboutno aff
Avery Calhoun, William Pelech

Bibliographic record

VenueBJCJ. British journal of community justice · 2013
Typearticle
Languageen
FieldPsychology
TopicChild Abuse and Trauma
Canadian institutionsnot available
Fundersnot available
KeywordsRestorative justiceRetributive justiceCriminal justiceCriminologyPunitive damagesHarmLegislationEconomic JusticeSociologyPolitical scienceLaw
DOInot available

Abstract

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Introduction Over past two decades there has been increasing attention paid by North American and European Union governments to public concerns about youth criminal justice system. Despite considerable evidence of an actual decreasing incidence of youthful harms over this period (Thornton, Craft, Dahlberg, Lynch, & Baer, 2002), selective media coverage of sensational harms caused by youth have served to produce chronic pressure on policy makers in both educational and justice institutions to react with a get tough or just-desserts mentality to youthful wrongdoers (Ghetti & Redlich, 2001; Roberts, 2003). Seemingly lost in this punitive focus are needs and voices of victims, where despite considerable personal and financial cost, victims continue to be marginalized in youth justice system (Zehr, 1990). As Choi and Severson (2009) note: Many crime victims face insensitive treatment in criminal justice system. They often receive no restitution and rarely do they hear genuine expressions of remorse from offender when case is processed within traditional criminal justice system proceedings. (p. 813) Dissatisfaction with treatment of victims under current retributive regime may have in part contributed to emergence of restorative approaches (Zehr, 1990, 2002). Unlike youth justice policy in New Zealand and Australia, where legislation mandates restorative approaches, and in some Western European nations, where welfare models predominate (Arthur, 2004; Pitts, 2005), Canada's Youth Criminal Justice Act includes both 'get tough' measures and opportunities for restorative responses (Denov, 2004; Erickson & Butters, 2005; Hillian et al 2004). Like their counterparts in United States (Bazemore & Schiff, 2005; Varma, 2006) and Britain (Arthur, 2004; Barnett & Hodgson, 2006; Field, 2007; Gillen & McCormack, 2007), Canada's youth justice policy makers may be attempting to reconcile public pressure to get tough on youth crime with simultaneous but contradictory pressure to protect the best interests of child (Denov, 2004; Roberts, 2003). In face of negative public perception and generally political and reactive responses, there is urgent need to examine and document outcomes of few opportunities afforded by governing legislation for exemplary and promising (Merlo & Benekos, 2003) alternatives to increasingly dominant punitive sanctioning approaches. To contribute to discourse on finding more appropriate responses to needs of victims, primary purpose of this study is to compare effects of restorative versus conventional justice approaches on people who had been harmed by a young person. The research was conducted in collaboration with a restorative justice program in Calgary. Following a brief description of retributive and restorative paradigms as well as pertinent research, we will describe restorative justice program undertaken by Calgary Community Conferencing, process of specifying variables for study, and finally methods, results, and implications of this research. Contemporary Paradigms in Youth Justice Underpinning contemporary discourse on youth justice initiatives are two models that offer different definitions of wrongdoing, processes and outcomes. These paradigms include retributive and restorative models. The retributive model codifies wrongdoings into systems of abstract rules associated with particular consequences assumes that wrongs are discrete events to which some true and universal meaning can be assigned (Hudson, 1998; Llewellyn and Howse, 1999). This process focuses on a search for facts that will irrefutably establish innocence or guilt of alleged wrongdoer (Zehr, 1990). Once guilt for wrongdoing has been established, its consequences are predetermined (Van Ness and Strong, 1997), which suggests an underlying assumption that there is a standard average victim (Hudson, 1998, p. …

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0040.002
Scholarly communication0.0020.003
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0110.001

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 head0.092
GPT teacher head0.415
Teacher spread0.324 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations10
Published2013
Admission routes1
Has abstractyes

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Same venueBJCJ. British journal of community justiceSame topicChild Abuse and TraumaFrench-language works237,207