{"id":"W4286009277","doi":"10.29173/wclawr69","title":"The Reliability of Expert Evidence in Canada","year":2022,"lang":"en","type":"article","venue":"The Wrongful Conviction Law Review","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Accreditation; Federal Rules of Evidence; Conviction; Political science; Law; Engineering ethics; Accountability; Public relations; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1126173,0.0003338136,0.001507803,0.01720257,0.01203359,0.02200084,0.005537924,0.003516755,0.003324791],"category_scores_gemma":[0.3835151,0.001185711,0.0007203961,0.01484984,0.02091376,0.005293417,0.00717301,0.004504132,0.000345461],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.194003,"about_ca_system_score_gemma":0.378521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9762042,"about_ca_topic_score_gemma":0.9786707,"domain_scores_codex":[0.8084338,0.03279521,0.0108982,0.01057674,0.1242026,0.0130934],"domain_scores_gemma":[0.3848782,0.2035712,0.03117143,0.01418067,0.355384,0.0108144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003362655,0.00008335293,0.1539931,0.003007413,0.0005289781,0.002473263,0.04433516,0.008050994,0.001436904,0.346978,0.1051097,0.3336669],"study_design_scores_gemma":[0.0001606531,0.00019345,0.3179184,0.01050284,0.0006347728,0.0009160978,0.03011099,0.008743113,0.004104215,0.08204394,0.5437928,0.0008787567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.193504,0.07779504,0.02193576,0.3043061,0.002053914,0.0008866428,0.002333766,0.0003840758,0.3968008],"genre_scores_gemma":[0.9665096,0.01075487,0.00526348,0.007594309,0.0003073181,0.00008028371,0.0002652744,0.00008013746,0.009144687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.194003,"threshold_uncertainty_score":0.9348423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0852581681269184,"score_gpt":0.3916854446548383,"score_spread":0.3064272765279199,"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."}}