{"id":"W2951420463","doi":"10.29158/jaapl.003838-19","title":"Lessons from Canadian Courts for All Expert Witnesses.","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Booth University College","funders":"","keywords":"Expert witness; Jurisdiction; Law; Expert opinion; Witness; Political science; Forensic psychology; Psychology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02046544,0.0007031893,0.0005499927,0.002401371,0.01899671,0.01002017,0.004317756,0.02007752,0.01411868],"category_scores_gemma":[0.06848168,0.0008679458,0.0009345159,0.002566813,0.008746034,0.006439432,0.004734246,0.01668918,0.001880104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05394363,"about_ca_system_score_gemma":0.2414198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9286444,"about_ca_topic_score_gemma":0.9769127,"domain_scores_codex":[0.9864163,0.002142703,0.0007770905,0.001296597,0.006541668,0.002825674],"domain_scores_gemma":[0.9578455,0.009633745,0.001231691,0.001119604,0.02208359,0.008085868],"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":[0.00002852431,0.00001984262,0.001586838,0.0003077989,0.00002091354,0.001749315,0.003900599,0.00009487326,0.0001409014,0.1466793,0.7303904,0.1150806],"study_design_scores_gemma":[0.00002906106,0.00001483396,0.004474617,0.001768702,0.00004707521,0.001441217,0.004374411,0.00009251275,0.0000860893,0.02040653,0.9671928,0.00007217719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002346399,0.07135084,0.0008848743,0.8074353,0.009740368,0.00006393591,0.0003812019,0.00004667108,0.1077504],"genre_scores_gemma":[0.1411447,0.1265301,0.006881721,0.6241415,0.006304593,0.0001884817,0.0005617224,0.0001338081,0.09411339],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07135564,"threshold_uncertainty_score":0.3913903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05308300037845542,"score_gpt":0.3174315541116427,"score_spread":0.2643485537331873,"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."}}