{"id":"W3182780507","doi":"","title":"Derivative Usage and Reporting Practices in Australian and Canadian Industries","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Derivative (finance); Business; Sample (material); Accounting; Corporate governance; Best practice; Finance; Economics","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":[0.002476488,0.0001900308,0.0002047231,0.005034002,0.00165914,0.001960557,0.0008426897,0.000317878,0.001568564],"category_scores_gemma":[0.01384525,0.0001435428,0.0002965995,0.008059955,0.0006959866,0.0007251118,0.001162601,0.0004362001,0.0001585222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01333556,"about_ca_system_score_gemma":0.01074346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.889837,"about_ca_topic_score_gemma":0.9195828,"domain_scores_codex":[0.9967663,0.0002493008,0.0002329854,0.0002911987,0.002102564,0.0003575601],"domain_scores_gemma":[0.9809575,0.002041762,0.006680947,0.001024541,0.00793387,0.001361323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008348319,0.00004702867,0.8899267,0.0001835873,0.00006413097,0.0003663461,0.01279396,0.0005172284,0.00122437,0.001459719,0.003087962,0.09024531],"study_design_scores_gemma":[0.000001097179,0.00002078226,0.9848641,0.00004953694,0.00001524653,0.0001639673,0.002944557,0.0003242375,0.0004831663,0.00005542052,0.01105183,0.00002610234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827654,0.001937885,0.0003195229,0.0005194283,0.00001467614,0.00003193067,0.001607141,0.0000327265,0.01277136],"genre_scores_gemma":[0.9937162,0.001089055,0.0005951733,0.00007709771,0.00000717743,0.000005456142,0.001008751,0.000006531829,0.003494563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.110163,"threshold_uncertainty_score":0.2216235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07548802822315798,"score_gpt":0.2949388439923561,"score_spread":0.2194508157691981,"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."}}