{"id":"W3103222853","doi":"","title":"Lawyers and Court Representation of Organized Pseudolegal Commercial Argument [OPCA] Litigants in Canada","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Law, Economics, and Judicial Systems","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Argument (complex analysis); Law; Representation (politics); Orthodoxy; Political science; Ideology; Function (biology); Sociology; History; Medicine","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":[0.001929553,0.0001366023,0.0003671983,0.003286708,0.01773002,0.00710923,0.001895002,0.002106302,0.01449672],"category_scores_gemma":[0.01852281,0.0003498934,0.0002396019,0.003942213,0.003991076,0.00119745,0.0028294,0.002380494,0.0005381808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09243173,"about_ca_system_score_gemma":0.08404883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9865401,"about_ca_topic_score_gemma":0.994809,"domain_scores_codex":[0.9959686,0.0005008882,0.0001132485,0.0003727066,0.001420725,0.001623923],"domain_scores_gemma":[0.9860409,0.002852395,0.001933588,0.0002902655,0.004509157,0.004373617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003494,0.0009547729,0.4613365,0.00020278,0.0001032218,0.004407377,0.2566951,0.001627441,0.002450156,0.09260326,0.07659191,0.1026782],"study_design_scores_gemma":[0.00006139305,0.000103787,0.6383905,0.0003051926,0.00005988442,0.0006649009,0.2135951,0.00421557,0.0006177268,0.004955997,0.1368948,0.0001351087],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531562,0.0004546967,0.0001995285,0.006008138,0.0000414949,0.00007723745,0.0002485298,0.0000217172,0.03979255],"genre_scores_gemma":[0.9881859,0.0002128056,0.0001091486,0.000636038,0.000009024177,0.00001144539,0.00008355313,0.000009191191,0.01074287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09243173,"threshold_uncertainty_score":0.6706423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405565714429276,"score_gpt":0.2130180947200815,"score_spread":0.1989624375757888,"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."}}