{"id":"W150857943","doi":"10.58948/2331-3528.1834","title":"Winning–Or at Least Not Losing–On Cross-Examination","year":2013,"lang":"en","type":"article","venue":"Pace law review","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kimberly-Clark (Canada)","funders":"","keywords":"Cross-examination; Active listening; Computer science; Psychology; Epistemology; Law; Philosophy; Political science; Communication; Witness","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001129785,0.00008872528,0.0001371674,0.00002549461,0.000751362,0.0003083417,0.0001529127,0.00005621711,0.01266753],"category_scores_gemma":[0.001709983,0.00007094631,0.00004649179,0.0004937277,0.0001809487,0.0009184189,0.00002246917,0.0001800082,0.005681051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001659597,"about_ca_system_score_gemma":0.0001689757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002818613,"about_ca_topic_score_gemma":0.0009622474,"domain_scores_codex":[0.9987595,0.0002999793,0.0002336705,0.0001768365,0.0003320059,0.000197978],"domain_scores_gemma":[0.9988508,0.0003167993,0.0001903655,0.0002094925,0.0003422152,0.0000903465],"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":[0.000006355852,0.0001351994,0.0008927154,0.0004932194,0.00001409742,0.000001140457,0.003315188,0.000001043955,0.00009603223,0.8063717,0.1319178,0.05675548],"study_design_scores_gemma":[0.00006001694,0.00001741156,0.002990684,0.0004495479,0.00001387467,0.000001424314,0.0001218456,0.000002405115,0.0000596261,0.0001582508,0.9960217,0.0001032505],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0108004,0.003945989,0.00002623497,0.2530282,0.0007938894,0.001068268,0.000005203869,0.0001290182,0.7302027],"genre_scores_gemma":[0.8411906,0.008917713,0.0004284507,0.04815678,0.0004748443,0.0001910819,0.00002484212,0.00001988764,0.1005958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8641039,"threshold_uncertainty_score":0.9950932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018703914777448,"score_gpt":0.4467196397216465,"score_spread":0.3448492482439017,"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."}}