{"id":"W1998368375","doi":"10.1007/s10818-006-6270-8","title":"The Economics and Bioeconomics of Classification: Introduction","year":2005,"lang":"en","type":"article","venue":"Journal of Bioeconomics","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Bioeconomics; Economics; Positive economics; Behavioural sciences; Behavioural economics; Neoclassical economics; Social science; Sociology; Biology; Fishery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000742388,0.00008143883,0.0002784625,0.00009684499,0.00006535609,0.00004114726,0.00009706974,0.00006220976,0.00005333491],"category_scores_gemma":[0.00007135704,0.00006004428,0.0001071411,0.00002980433,0.000145628,0.0001982801,0.00001929662,0.0001357025,0.000008396369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620423,"about_ca_system_score_gemma":0.0004372516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000502285,"about_ca_topic_score_gemma":0.00001208504,"domain_scores_codex":[0.9989253,0.000019834,0.0007883289,0.0001015851,0.00003488256,0.0001300609],"domain_scores_gemma":[0.9986543,0.00009794618,0.0007230529,0.00021149,0.0001226248,0.0001905868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007628865,0.0002340517,0.006259145,0.00008401739,0.0003131081,0.000001085181,0.0002752006,0.0004356369,0.0002309226,0.07705603,0.01017485,0.9041731],"study_design_scores_gemma":[0.001419536,0.0005255829,0.01705126,0.00001602231,0.0001107382,0.0003518296,0.001254756,0.007155782,0.0003845086,0.0009790495,0.9706485,0.000102386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253783,0.001003272,0.0000726232,0.07156655,0.000520152,0.0001052713,0.000008993602,0.000003427816,0.001341439],"genre_scores_gemma":[0.979365,0.01417777,0.002565412,0.0007627525,0.002888389,0.00000110756,0.000004052795,0.00001420816,0.0002212883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9604737,"threshold_uncertainty_score":0.2448535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535516809892074,"score_gpt":0.270515479047368,"score_spread":0.2551603109484473,"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."}}