{"id":"W1616571952","doi":"","title":"A Study of Interaction Between Network Opinion and Judicial Progress: Perspective From Judgments of Several Criminal Cases","year":2015,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Legal Studies and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public opinion; Judicial opinion; Value (mathematics); Independence (probability theory); Law; Perspective (graphical); Judicial independence; Economic Justice; Criminal justice; Political science; Psychology; Sociology; Public relations; Computer science; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001212642,0.00008147702,0.0003950872,0.00007104664,0.0003855966,0.000003316887,0.0002062804,0.00004635517,0.000001544307],"category_scores_gemma":[0.000878614,0.00006872891,0.00002439861,0.0003284807,0.03247499,0.0001807845,0.0003140063,0.0001013625,2.293108e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001845911,"about_ca_system_score_gemma":0.0001566796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02388614,"about_ca_topic_score_gemma":0.003009968,"domain_scores_codex":[0.9986874,0.0002283802,0.0002863816,0.0002155343,0.0003364177,0.0002458433],"domain_scores_gemma":[0.9987136,0.0004562794,0.0002694336,0.00007196047,0.000447054,0.00004171914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004254336,0.00008170264,0.2732263,0.000005835062,0.00006264368,9.58211e-7,0.7246,0.00001806973,0.000003658208,0.001596665,0.0001947315,0.000166987],"study_design_scores_gemma":[0.0003546695,0.0007794172,0.1212308,0.0000468078,0.00002837626,1.984279e-7,0.8733169,0.0000022396,0.00001602273,0.004112145,0.00005821206,0.00005425295],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944444,0.003091121,0.000001352468,0.0004044298,0.0007435667,0.0002339378,0.00000878328,0.000005508979,0.001066864],"genre_scores_gemma":[0.9991753,0.0003520475,0.0001246437,0.00001616747,0.0003135828,0.00001101075,3.106076e-7,0.00000192358,0.00000504384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1519955,"threshold_uncertainty_score":0.9826139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2399750811161651,"score_gpt":0.4900615948856928,"score_spread":0.2500865137695277,"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."}}