{"id":"W3203635375","doi":"10.12957/redp.2021.62257","title":"CLASS ACTIONS IN QUEBEC: HIGHLIGHTS OF A UNIQUE PROCEDURE","year":2021,"lang":"pt","type":"article","venue":"Revista Eletrônica de Direito Processual","topic":"Law, Economics, and Judicial Systems","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class action; Res judicata; Class (philosophy); Appeal; Legislature; Action (physics); Political science; Economic Justice; Law and economics; Authorization; Law; Business; Sociology; Computer security; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001057802,0.0004528006,0.001948162,0.0004772869,0.0001909312,0.0003790072,0.0006609599,0.0007065469,0.0003284056],"category_scores_gemma":[0.0007428388,0.0006848985,0.0004376609,0.001297415,0.0002717088,0.0006062058,0.0001980384,0.0006067869,0.0002293558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009900384,"about_ca_system_score_gemma":0.001985962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006467581,"about_ca_topic_score_gemma":0.0181026,"domain_scores_codex":[0.9948937,0.0001314229,0.002651245,0.00126936,0.0001192921,0.0009349998],"domain_scores_gemma":[0.996748,0.0002065959,0.001581412,0.0008587756,0.000285988,0.000319173],"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":[0.0000890681,0.0009241041,0.050366,0.003776476,0.0002921015,0.00008914937,0.00199143,0.00007573205,0.0002043546,0.9385201,0.002965949,0.0007055199],"study_design_scores_gemma":[0.003835563,0.0003713507,0.03164219,0.003182001,0.0002007668,0.0001215931,0.002344956,0.003390615,0.003988191,0.0233455,0.9248653,0.002711999],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7642326,0.07762126,0.002777161,0.008752886,0.002165209,0.002298248,0.001584584,0.0002059222,0.1403622],"genre_scores_gemma":[0.9819477,0.004647751,0.000150003,0.000343636,0.0006371869,0.0001080476,0.00009300325,0.0001046162,0.01196805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9218993,"threshold_uncertainty_score":0.9998145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619158413045474,"score_gpt":0.2544100424982826,"score_spread":0.2282184583678278,"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."}}