{"id":"W4290190544","doi":"10.2139/ssrn.4179703","title":"Civil Lay Judges: A Global Overview","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Political science; Law","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":[0.004874479,0.0009345943,0.00140024,0.01420157,0.002146027,0.009783313,0.001040745,0.006130395,0.008622983],"category_scores_gemma":[0.007442903,0.0009588402,0.0006713495,0.01888876,0.006027512,0.008611586,0.004597716,0.005414321,0.001809489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004658618,"about_ca_system_score_gemma":0.00938069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006429842,"about_ca_topic_score_gemma":0.01574442,"domain_scores_codex":[0.9966421,0.0009706794,0.0003126963,0.0004860194,0.0009530965,0.0006353607],"domain_scores_gemma":[0.9913689,0.004727123,0.0009613497,0.0002306523,0.001734303,0.0009775695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001824354,0.000256086,0.01361689,0.006226808,0.00009453439,0.0004211845,0.003850821,0.0005509561,0.0003592157,0.09423394,0.1938615,0.6863457],"study_design_scores_gemma":[0.0000446745,0.000127722,0.03938882,0.01193913,0.0001349965,0.001171064,0.005364895,0.0002969351,0.0001955081,0.02756205,0.9137217,0.00005247321],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005522904,0.9025496,0.001032761,0.05273619,0.00120728,0.00003294819,0.0003366941,0.0000617771,0.03651982],"genre_scores_gemma":[0.07720162,0.8939273,0.001051185,0.01446766,0.00550658,0.00006426679,0.000444521,0.00009253598,0.00724425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01420157,"threshold_uncertainty_score":0.03380084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03437606613178686,"score_gpt":0.3762599377037179,"score_spread":0.341883871571931,"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."}}