{"id":"W2031108337","doi":"10.1089/blr.2012.9750","title":"Securities Fraud Class Action Lawsuits Against Life Science Companies on the Rise in the First Quarter 2012","year":2012,"lang":"en","type":"article","venue":"Biotechnology Law Report","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Class action; Quarter (Canadian coin); Action (physics); Class (philosophy); Business; Law; Securities fraud; Political science; History; State (computer science); Computer science; Supreme court","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":[0.006031029,0.0004772566,0.0006704786,0.002832226,0.006855504,0.00790277,0.001281819,0.02181554,0.008867214],"category_scores_gemma":[0.0246101,0.0007131341,0.0009069222,0.001711499,0.001733497,0.00262189,0.002489397,0.01324543,0.002267326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007451292,"about_ca_system_score_gemma":0.009289945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04866785,"about_ca_topic_score_gemma":0.08200296,"domain_scores_codex":[0.9919322,0.0007167074,0.0003982953,0.0005779734,0.003825519,0.002549361],"domain_scores_gemma":[0.9811295,0.007593258,0.003542239,0.000746074,0.004290433,0.00269852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005561631,0.0009576934,0.04977789,0.0001753411,0.0001346211,0.002007382,0.003855294,0.0005081522,0.003563953,0.1081954,0.7585198,0.07174838],"study_design_scores_gemma":[0.0004028341,0.0006571852,0.1681241,0.0006136591,0.0003739161,0.0011305,0.004189423,0.004596491,0.01493842,0.01185812,0.7928578,0.0002576303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3450797,0.004838008,0.001757273,0.3873067,0.004393687,0.0003538593,0.002954044,0.0005646013,0.2527521],"genre_scores_gemma":[0.6163384,0.002016732,0.0007603682,0.1281499,0.00256053,0.0001995967,0.001288039,0.0000776949,0.2486087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04866785,"threshold_uncertainty_score":0.09676915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06849701425227893,"score_gpt":0.367051030329021,"score_spread":0.2985540160767421,"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."}}