{"id":"W2766470154","doi":"10.1142/s0219091517500278","title":"Derivative Practices in Australian and Canadian Industries","year":2017,"lang":"en","type":"article","venue":"Review of Pacific Basin Financial Markets and Policies","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Derivative (finance); Financial crisis; Business; Sample (material); Finance; Economics; Chemistry; Macroeconomics","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":[],"consensus_categories":[],"category_scores_codex":[0.000940949,0.0002074132,0.0004557275,0.0002755614,0.0004082285,0.0003524016,0.0002878778,0.0001006467,0.00006187326],"category_scores_gemma":[0.003390951,0.0001866237,0.00003847475,0.0002682516,0.0003417109,0.001241528,0.0001945383,0.000173041,0.000009716402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002557285,"about_ca_system_score_gemma":0.0001018702,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1812281,"about_ca_topic_score_gemma":0.04452717,"domain_scores_codex":[0.998855,0.0000271733,0.0003758719,0.0002547368,0.0001469586,0.0003402676],"domain_scores_gemma":[0.9985415,0.00005903654,0.0009149786,0.0003508717,0.000101669,0.00003193252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004143238,0.0000433956,0.6071458,0.00971884,0.00001978325,0.00003276876,0.0002127613,8.412658e-8,0.00001089484,0.1065826,0.07011129,0.2060804],"study_design_scores_gemma":[0.0001059512,0.000005784767,0.5009239,0.002220093,0.00002427698,0.000001097078,0.0001068977,0.00000233329,0.000003432057,0.0008601209,0.4956214,0.00012469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7073041,0.01919053,0.000002259144,0.0468986,0.0006192935,0.001329389,0.00005681789,0.0000331289,0.2245659],"genre_scores_gemma":[0.9452637,0.05168521,0.00006487336,0.001693966,0.0003899074,0.00002581394,0.00001044052,0.00001728153,0.0008487345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4255101,"threshold_uncertainty_score":0.9729077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03931316457754842,"score_gpt":0.290368891961406,"score_spread":0.2510557273838576,"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."}}