{"id":"W6997177345","doi":"","title":"Virtual court hearings: judicial perspective from Ontario judgments","year":2022,"lang":"en","type":"dissertation","venue":"Oxford University Research Archive (ORA) (University of Oxford)","topic":"Law in Society and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Adjudication; Economic Justice; Court of record; Trial court; Control (management); Judicial review; Supreme court","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008611134,0.0003040188,0.000469616,0.003695714,0.03193369,0.01281348,0.002165531,0.00247183,0.004136886],"category_scores_gemma":[0.03185522,0.0005854476,0.0002882446,0.008025045,0.01846847,0.004104505,0.004956221,0.002983707,0.000309489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1268311,"about_ca_system_score_gemma":0.1064714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9542937,"about_ca_topic_score_gemma":0.9822276,"domain_scores_codex":[0.9852136,0.003565635,0.0007428541,0.001435805,0.00650906,0.002533077],"domain_scores_gemma":[0.9701057,0.0159945,0.00344436,0.001125258,0.007380075,0.00195013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008579881,0.00005440188,0.02431467,0.0003816447,0.00003181724,0.002260105,0.8221689,0.000405338,0.001396077,0.1024708,0.02397425,0.02245617],"study_design_scores_gemma":[0.00001524171,0.00003781094,0.06165002,0.0007538944,0.00004650386,0.0002616918,0.7104342,0.0006596563,0.0006206967,0.009752756,0.2156428,0.000124721],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7428408,0.004983688,0.001602921,0.03565691,0.0002482766,0.0001915827,0.001160253,0.00002444648,0.2132911],"genre_scores_gemma":[0.9826987,0.002347243,0.0005534571,0.00226382,0.00006802852,0.00005444436,0.0001887162,0.00002151972,0.01180404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1268311,"threshold_uncertainty_score":0.9202285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783552622573255,"score_gpt":0.2922698539073549,"score_spread":0.2644343276816223,"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."}}