{"id":"W3195378068","doi":"10.2139/ssrn.3610860","title":"Filtering Response Directions","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Equity (law); Financial economics; Asset (computer security); Economics; Econometrics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001708207,0.001529739,0.0008412239,0.001917216,0.001021098,0.003938579,0.001020023,0.003379276,0.05278214],"category_scores_gemma":[0.007666673,0.0005895574,0.0009489878,0.001201183,0.0005840798,0.0028825,0.001399378,0.002142234,0.03507293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006890081,"about_ca_system_score_gemma":0.0009527013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001816069,"about_ca_topic_score_gemma":0.001353261,"domain_scores_codex":[0.9985862,0.0002593234,0.00007087554,0.000474813,0.0004570035,0.0001518577],"domain_scores_gemma":[0.9966596,0.0009632164,0.0001711089,0.0007726626,0.001220627,0.0002127584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009211427,0.0002150049,0.001477264,0.0004165253,0.00008296644,0.000285843,0.0002157468,0.01169717,0.04045739,0.1634157,0.07739411,0.7034211],"study_design_scores_gemma":[0.0001632538,0.0004857247,0.00278956,0.0003285289,0.0001670338,0.001168163,0.0002709442,0.3510239,0.05949396,0.3453798,0.2385311,0.0001980505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01263642,0.001938834,0.8853194,0.004415242,0.002871827,0.0002290403,0.001371785,0.005572239,0.08564524],"genre_scores_gemma":[0.313952,0.00555501,0.3951909,0.005874433,0.004113435,0.0006389504,0.008023993,0.002650303,0.2640011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05278214,"threshold_uncertainty_score":0.1765739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02183236592842617,"score_gpt":0.2191861826632186,"score_spread":0.1973538167347925,"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."}}