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Record W4414399688 · doi:10.1016/j.ijlp.2025.102154

Developmental factors in forensic assessments of children over the minimum age of criminal responsibility: A study of forensic reports in Norway 2013–2024

2025· article· en· W4414399688 on OpenAlexaff
Kari Øverland, Kevin S. Douglas, Elisabeth Norman, A Linda Gröning

Bibliographic record

VenueInternational Journal of Law and Psychiatry · 2025
Typearticle
Languageen
FieldPsychology
TopicDeception detection and forensic psychology
Canadian institutionsSimon Fraser University
FundersHaukeland UniversitetssjukehusL. Meltzers HøyskolefondNorges ForskningsrådUniversitetet i Bergen
KeywordsForensic scienceNorwegianHuman factors and ergonomicsForensic psychiatryPoison controlSet (abstract data type)Suicide prevention

Abstract

fetched live from OpenAlex

Despite the international recognition of children's evolving capacities and the importance of incorporating these factors into forensic assessments, there is limited research on forensic practices specific to children above the minimum age of criminal responsibility (MACR). The current study is part of a larger project examining legal and forensic assessments related to children's criminal unaccountability (criminal insanity) in Norway. The aim of the current study was to examine how forensic assessments of children above the MACR are conducted in Norway, and to what extent developmental factors are considered in these assessments. Drawing on existing literature, we first propose a set of principles for developmentally informed forensic assessments of children. The principles address direct expert-child interaction; structured assessment procedures; collateral/contextual information; cultural responsiveness; and the qualifications of forensic experts. We then evaluated 122 forensic assessments of children aged 15 to 18 years according to the proposed principles. Our findings revealed significant gaps, including minimal direct engagement with the child, low usage of structured assessment tools, limited collateral information from caregivers and schools, lack of cultural considerations and a concerning lack of child-specific expertise among forensic experts. These shortcomings underscore the need for more rigorous and developmentally sensitive practices. Recommendations include enhanced training, incorporating developmental principles into curricula, and establishing standardized protocols integrating structured assessment tools and comprehensive contextual information. While conducted in a Norwegian context, our study calls for further research in other jurisdictions to develop international guidelines that accommodate the unique developmental needs of children in forensic settings.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.424

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
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 head0.023
GPT teacher head0.366
Teacher spread0.343 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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