{"id":"W2097823598","doi":"10.2139/ssrn.2373196","title":"Algorithmic Trading with Learning","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fields Institute for Research in Mathematical Sciences; University of Toronto","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.002222606,0.0007503851,0.001016767,0.0006524147,0.0008049883,0.00344083,0.001188007,0.002267257,0.01157175],"category_scores_gemma":[0.01590115,0.0004157579,0.0007133058,0.0008992995,0.002907799,0.005731069,0.002213046,0.002562896,0.0009497255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000974119,"about_ca_system_score_gemma":0.000729391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004138008,"about_ca_topic_score_gemma":0.0003915055,"domain_scores_codex":[0.9984335,0.0008992184,0.00007210977,0.0002356793,0.000271738,0.00008770951],"domain_scores_gemma":[0.9938505,0.004563785,0.0003128898,0.0007775986,0.0003027586,0.0001925173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007762578,0.00007023956,0.0005004829,0.00009114787,0.00004347258,0.00005887481,0.00006202759,0.0487376,0.0002459036,0.909474,0.003114349,0.03752424],"study_design_scores_gemma":[0.00001216996,0.00001273434,0.00005356557,0.000008494756,0.000005223893,0.00002065411,0.000009270295,0.1122613,0.00007384284,0.886345,0.001193363,0.000004434641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07257184,0.002829378,0.8034232,0.009896019,0.0007849592,0.00008536187,0.000124414,0.0003951586,0.1098896],"genre_scores_gemma":[0.9065074,0.0008411126,0.05743288,0.0005697794,0.0006062638,0.0000945558,0.00009849243,0.00009232112,0.03375723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01157175,"threshold_uncertainty_score":0.03871143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02406172091945587,"score_gpt":0.3075231342135052,"score_spread":0.2834614132940494,"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."}}