{"id":"W4400994268","doi":"10.69554/mbmc6321","title":"Machine learning and finance","year":2020,"lang":"en","type":"article","venue":"Journal of risk management in financial institutions","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Artificial intelligence; Machine learning","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":[0.001589759,0.0005300612,0.0008913336,0.001397276,0.0006186353,0.002929097,0.0003794343,0.001943655,0.009242382],"category_scores_gemma":[0.008227989,0.0002381243,0.0002881946,0.001761679,0.002602014,0.003958723,0.001027385,0.002828035,0.001684132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275882,"about_ca_system_score_gemma":0.0008858222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845984,"about_ca_topic_score_gemma":0.001712519,"domain_scores_codex":[0.9991491,0.0004118965,0.00004605051,0.0001318004,0.0002286771,0.0000324177],"domain_scores_gemma":[0.9944935,0.004216379,0.0002410212,0.0004802435,0.000434283,0.0001346843],"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":[0.00002249352,0.00007101392,0.002540557,0.0002180452,0.00005729249,0.00004127686,0.0001292161,0.005028894,0.0001302566,0.7436762,0.06835224,0.1797324],"study_design_scores_gemma":[0.000008161352,0.00001445528,0.001147391,0.0001243262,0.000009760707,0.000040817,0.00006065548,0.0122203,0.00007682356,0.9144315,0.07185747,0.000008306621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02441524,0.4436275,0.1540708,0.1834958,0.008620552,0.00005452913,0.0008464243,0.0004147679,0.1844544],"genre_scores_gemma":[0.6809668,0.1313302,0.03525349,0.008141283,0.02266752,0.0001894551,0.000919011,0.0002006078,0.1203317],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009242382,"threshold_uncertainty_score":0.03091884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02410130194966736,"score_gpt":0.2427557462110094,"score_spread":0.218654444261342,"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."}}