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Record W4409092305 · doi:10.1016/j.reia.2025.202585

Specialized interventions for individuals at risk of violent extremism: Autistic clients' experiences and perspectives

2025· article· en· W4409092305 on OpenAlexafffund
Cindy Ngov, Anna Bonnel, Christian Savard, Janique Johnson‐Lafleur, Cécile Rousseau

Bibliographic record

VenueResearch in Autism · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicChild Welfare and Adoption
Canadian institutionsMcGill UniversityDawson College
FundersPublic Safety Canada
KeywordsPsychological interventionPsychologyCriminologyPsychiatry

Abstract

fetched live from OpenAlex

Background Knowledge on the experiences of autistic individuals at risk of violent extremism is emerging, but pathways towards radicalization are still unclear and even less is known about pathways towards desistance and the role of mental health practitioners in the process. Method Through interview and survey data, this study presents the perspectives of seven autistic clients enrolled in a specialized clinic for individuals at risk of violent extremism. Results Results highlight the subjective suffering of autistic participants and show that they use the proposed intervention to improve their wellbeing and their relational network. They feel that their use of the services is associated with a relative disengagement in their radical ideas. Mental health and violent extremism services are generally appreciated and perceived as useful when they are available and adapted but accessing them is difficult and non-adapted interventions may be harmful. Conclusions It is therefore essential to include autistic clients in the therapeutic process and to deliver specialized training to clinicians to increase awareness of adapted tools, develop stronger therapeutic alliance , and create a non-judgemental space for autistic clients.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.546
Threshold uncertainty score0.492

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.115
GPT teacher head0.454
Teacher spread0.339 · 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 designTheoretical or conceptual
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

Citations2
Published2025
Admission routes2
Has abstractyes

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