{"id":"W7065308298","doi":"","title":"The dual challenge from AI and the cognitive sciences for law and legal (reasoning) practices","year":2023,"lang":"en","type":"article","venue":"Research Publications (Maastricht University)","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Law Foundation of Nova Scotia","funders":"","keywords":"Dual (grammatical number); Cognition; Legislation; Legal aspects of computing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.007473277,0.0006144588,0.0013588,0.003283974,0.002657805,0.01589863,0.0025549,0.006185901,0.01406021],"category_scores_gemma":[0.0210592,0.0006418182,0.0007785848,0.002589277,0.03562325,0.02629989,0.006254644,0.007240633,0.002169786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006209155,"about_ca_system_score_gemma":0.007649485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01307506,"about_ca_topic_score_gemma":0.00808942,"domain_scores_codex":[0.9939954,0.00292947,0.0002795737,0.0008650417,0.001588766,0.0003419135],"domain_scores_gemma":[0.9674866,0.02573781,0.0009217972,0.002522831,0.002131533,0.001199604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002039462,0.00002230791,0.0001905407,0.0001332073,0.00001360047,0.0000368911,0.001064414,0.0003224698,0.0001227532,0.9807053,0.003128316,0.01423969],"study_design_scores_gemma":[0.00000580648,0.000002988036,0.0001624009,0.00006605239,0.000002727595,0.00002793452,0.0004234812,0.0004303975,0.00004758633,0.9872265,0.01159656,0.000007598499],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02108734,0.04909854,0.1072979,0.535255,0.001174661,0.00004354996,0.0005390812,0.0002246383,0.2852792],"genre_scores_gemma":[0.8586719,0.0227746,0.06257413,0.02274775,0.004430832,0.0002311058,0.0003689537,0.0003377122,0.02786296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01589863,"threshold_uncertainty_score":0.04703605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018337698078581,"score_gpt":0.377174766168875,"score_spread":0.2753409963610168,"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."}}