{"id":"W4415872145","doi":"10.3390/forensicsci5040059","title":"Retrospective Review of the Criminal Code Review Board in Quebec for the Year 2023","year":2025,"lang":"en","type":"article","venue":"Forensic Sciences","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Institut universitaire en santé mentale de Montréal; Institut Universitaire en Santé Mentale de Québec; Institut national de psychiatrie légale Philippe-Pinel; Université de Montréal","funders":"","keywords":"Concordance; Population; Commission; Retrospective cohort study; Cohort; Forensic psychiatry; Criminal justice; Adjudication; Aggression","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":[],"consensus_categories":[],"category_scores_codex":[0.002230075,0.0001842213,0.0004556528,0.000108831,0.0002297328,0.00002361444,0.001098252,0.00006040897,0.0002343633],"category_scores_gemma":[0.0007899067,0.0001009852,0.0002331635,0.001784091,0.001150248,0.00008629861,0.000113327,0.000220422,0.00003448856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019338,"about_ca_system_score_gemma":0.0002416935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429235,"about_ca_topic_score_gemma":0.009333349,"domain_scores_codex":[0.9979139,0.000190664,0.0005728828,0.0004988413,0.0004149496,0.0004087497],"domain_scores_gemma":[0.9983577,0.0004112069,0.0003245859,0.0007433588,0.0001294866,0.00003367885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002530604,0.00004056048,0.005416817,0.001687209,0.000035841,7.161115e-7,0.0003470449,8.351992e-7,0.00001168292,0.07711859,0.9031025,0.01221288],"study_design_scores_gemma":[0.001710069,0.0006250541,0.3498982,0.09200928,0.0007690442,0.00002419234,0.007041713,0.000081531,0.0001650787,0.0249345,0.5220536,0.0006876878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01033569,0.5803224,0.0004345038,0.06596066,0.1550365,0.005528395,0.0001855294,0.00007614181,0.1821202],"genre_scores_gemma":[0.5621564,0.154144,0.007999033,0.167673,0.005513189,0.00342617,0.00004452603,0.0002062753,0.09883736],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5518208,"threshold_uncertainty_score":0.5208228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04619370999691949,"score_gpt":0.3790720648959364,"score_spread":0.3328783548990168,"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."}}