{"id":"W3127405793","doi":"","title":"증권집단소송의 최근 동향으로 본 증권관련집단소송법의 발전적 개선을 위한 제언","year":2013,"lang":"ko","type":"article","venue":"상사판례연구","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class action; Securities fraud; Broker-dealer; Third market; Government (linguistics); Business; Investment banking; Class (philosophy); Law; Law and economics; Accounting; Economics; Finance; Political science; State (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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006588408,0.0005775412,0.001037976,0.0004840074,0.0004160432,0.0004995033,0.0008398881,0.0004315093,0.007800503],"category_scores_gemma":[0.0001594345,0.0007071164,0.0004685183,0.0007267442,0.0001735955,0.0008548768,0.0003398407,0.0005428691,0.07607722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002690371,"about_ca_system_score_gemma":0.00005279137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002547551,"about_ca_topic_score_gemma":0.0001120858,"domain_scores_codex":[0.9959409,0.00003552733,0.001460084,0.001145126,0.0001473845,0.001271033],"domain_scores_gemma":[0.9975727,0.00007055564,0.0007338628,0.001220155,0.0001334881,0.0002692826],"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":[0.00004847113,0.0006545136,0.1639369,0.0003030819,0.0002832955,0.00005558031,0.001501856,0.0001329217,0.00002331137,0.5831633,0.1536635,0.09623325],"study_design_scores_gemma":[0.001169565,0.0002344583,0.2911698,0.00009234087,0.0000364083,0.000003533873,0.0002344176,0.001777664,0.000052052,0.05994834,0.6442017,0.001079784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5552027,0.013248,0.003178496,0.006297878,0.008278306,0.002070653,0.0004959754,0.0002045534,0.4110234],"genre_scores_gemma":[0.9536781,0.005017185,0.0006378402,0.002238936,0.001194391,0.0002032938,0.00004657349,0.0001101991,0.03687349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5232149,"threshold_uncertainty_score":0.999538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777650688557344,"score_gpt":0.1930518117635047,"score_spread":0.1752753048779313,"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."}}