{"id":"W1973438824","doi":"10.1350/clwr.2013.42.3.0255","title":"An Empirical Analysis of Appeals by Class Members in Australia's Federal Class Actions","year":2013,"lang":"en","type":"article","venue":"Common Law World Review","topic":"Dispute Resolution and Class Actions","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Appeal; Class action; Supreme court; Class (philosophy); Political science; Law; State (computer science); 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002988728,0.0001996503,0.0006896104,0.0003821294,0.0001564471,0.0002285601,0.0003128701,0.00006234211,0.005260117],"category_scores_gemma":[0.00001558638,0.0001765815,0.0003225041,0.00301232,0.0001088595,0.001099615,0.00007300088,0.0002335073,0.000337861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006671874,"about_ca_system_score_gemma":0.00001075161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004760928,"about_ca_topic_score_gemma":0.02574808,"domain_scores_codex":[0.9984223,0.00007245734,0.0006588416,0.0002899946,0.0002522425,0.0003041276],"domain_scores_gemma":[0.9990087,0.00004737552,0.0003063259,0.0004742499,0.000116119,0.00004722928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008571168,0.0009995607,0.05600467,0.00167141,0.0005334383,0.000003212431,0.00001058705,0.0002980787,0.0001836023,0.2562026,0.6727483,0.01133589],"study_design_scores_gemma":[0.0001608393,0.000004754438,0.0187969,0.0003924231,0.0005656782,3.875904e-7,0.00003269587,0.003456374,0.000004044477,0.0002562127,0.976126,0.0002036614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09403647,0.01249937,0.0001963373,0.04400743,0.0006288414,0.002219449,0.00005053039,0.0003703373,0.8459913],"genre_scores_gemma":[0.9873841,0.001339246,0.00004248441,0.008322018,0.00009589882,0.0001182641,0.0002407499,0.00001934316,0.002437924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8933476,"threshold_uncertainty_score":0.9956492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06604056206683592,"score_gpt":0.3625630145899187,"score_spread":0.2965224525230827,"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."}}