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Record W2623442391 · doi:10.1177/0886260517712273

The Role of Family Support in the Explanation of Patterns of Desistance Among Individuals Convicted of a Sexual Offense

2017· article· en· W2623442391 on OpenAlexaffabout
Allyn Walker, Lila Kazemian, Patrick Lussier, Chongmin Na

Bibliographic record

VenueJournal of Interpersonal Violence · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsPsychologyRecidivismSex offenderCriminologyDevelopmental psychologySocial psychology

Abstract

fetched live from OpenAlex

Despite the growing body of research on desistance from crime, there have been comparatively few studies that have focused specifically on desistance from sex offending. Much remains unknown about whether the findings from the general desistance literature are applicable to individuals convicted of a sexual offense. The current study explores this issue. Given the well-established importance of the social support network in the process of desistance from crime, this research focuses on the influence of indicators of family support on reoffending outcomes. We also examine the sustained effects of family ties on offending behavior over time. In addition, we look beyond traditional measures of social bonds (i.e., marital status and employment) and assess the impact of the stability of family support on reoffending outcomes. The current research explores the criminal career trajectories of a sample of 318 Canadian individuals convicted of a sexual offense and released back into their communities. Analyses yielded two distinct groups of offenders: one displaying a very low rate of reoffending that continued to decline over the follow-up period, and the other showing a higher rate of reoffending but also with steady declines throughout the observation period. Findings showed that while marriage was not significantly associated with reoffending, stable family support was significantly linked to reduced reoffending. We also found evidence of a sustained effect of family support on reoffending over a 3-year period. These findings underline the importance of expanding beyond the traditional measures of social bonds conventionally used in desistance studies.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.495
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
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 science0.0010.000
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 head0.024
GPT teacher head0.316
Teacher spread0.292 · 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.

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

Citations18
Published2017
Admission routes2
Has abstractyes

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