{"id":"W3186501127","doi":"10.1007/s11408-021-00399-z","title":"From innovation to obfuscation: continuous time finance fifty years later","year":2021,"lang":"en","type":"article","venue":"Financial markets and portfolio management","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Obfuscation; Economics; Neoclassical economics; Keynesian economics; Finance; Computer science; Computer security","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":[0.003678381,0.000988521,0.001112482,0.001436333,0.0009949503,0.00617012,0.0008141793,0.004659396,0.004976203],"category_scores_gemma":[0.01659735,0.0004256301,0.000799349,0.002465476,0.007661211,0.008700257,0.002367082,0.005993003,0.001096137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003096629,"about_ca_system_score_gemma":0.001586588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002479037,"about_ca_topic_score_gemma":0.00120882,"domain_scores_codex":[0.9978786,0.000746967,0.0000976888,0.0005315543,0.0005483027,0.0001970408],"domain_scores_gemma":[0.9902175,0.007188022,0.0004433802,0.000915662,0.0009365163,0.0002988119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008615783,0.00004555035,0.0004084359,0.000126671,0.00002423019,0.0000655263,0.0002402248,0.003490307,0.0003754602,0.9293452,0.01479345,0.05099886],"study_design_scores_gemma":[0.00003200692,0.00006299979,0.0006002382,0.0002337073,0.00002384016,0.0001387923,0.00009241939,0.0168135,0.0009391867,0.8765044,0.1044995,0.00005932896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06532961,0.2581689,0.3557184,0.1603029,0.01924795,0.00009788988,0.0005882903,0.0005092408,0.1400368],"genre_scores_gemma":[0.6962105,0.08412971,0.06113566,0.01622427,0.02559952,0.0001641777,0.0002501377,0.0003964726,0.1158896],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00617012,"threshold_uncertainty_score":0.02246767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009186866620271296,"score_gpt":0.2013981370796817,"score_spread":0.1922112704594104,"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."}}