{"id":"W2086610753","doi":"10.1080/14999013.2013.867383","title":"Expert Evidence About Violence Risk Assessment: A Study of Canadian Legal Decisions","year":2013,"lang":"en","type":"article","venue":"International Journal of Forensic Mental Health","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Variety (cybernetics); Presentation (obstetrics); Psychology; Judicial opinion; Risk assessment; Criminal justice; Economic Justice; Criminology; Political science; Law; Medicine; Computer science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001133126,0.0002558498,0.0004998446,0.001376034,0.0001904962,0.00008692765,0.001011907,0.00007937109,0.0009341125],"category_scores_gemma":[0.0001791971,0.0002220377,0.0001797564,0.0004345294,0.000132616,0.0006469185,0.00008078425,0.000560753,0.00008510274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008556081,"about_ca_system_score_gemma":0.0007769922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2699756,"about_ca_topic_score_gemma":0.05579966,"domain_scores_codex":[0.9959192,0.0003909107,0.001561348,0.0003441991,0.001263977,0.000520419],"domain_scores_gemma":[0.996208,0.0003419208,0.001667404,0.0003974132,0.0007089044,0.0006763311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005319752,0.002103982,0.1140716,0.00001100045,0.0009746272,0.0001734327,0.01620081,0.0000324492,0.0002072063,0.003873957,0.4667562,0.3950628],"study_design_scores_gemma":[0.006623225,0.007568858,0.9197447,0.003975793,0.00005762691,0.001743596,0.04094745,0.0002503852,0.00006944181,0.003084405,0.01538375,0.0005508029],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080162,0.001861186,0.0003346361,0.004719363,0.08158037,0.0006734548,0.00008417312,0.00001330348,0.002717319],"genre_scores_gemma":[0.9927673,0.0009572193,0.003541496,0.001421675,0.001164855,0.00002210164,0.000008469876,0.0000298591,0.00008699157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8056731,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05883756160081439,"score_gpt":0.4164600132047352,"score_spread":0.3576224516039209,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}