{"id":"W1993783481","doi":"10.1145/2463372.2463522","title":"On the impact of streaming interface heuristics on GP trading agents","year":2013,"lang":"en","type":"article","venue":"","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heuristics; Computer science; Benchmarking; Quality (philosophy); Economic shortage; Partition (number theory); Trading strategy; Interface (matter); Business; Marketing; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001565598,0.0001104849,0.000282041,0.0001156671,0.00006588473,0.00006517168,0.0001731884,0.00003006739,0.01494178],"category_scores_gemma":[0.00007365199,0.00007431633,0.0002085077,0.0001615819,0.00002177697,0.00006154554,0.00002933978,0.00007596717,0.0007705563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007029574,"about_ca_system_score_gemma":0.000003956432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005317629,"about_ca_topic_score_gemma":0.00001913891,"domain_scores_codex":[0.9992287,0.0000106135,0.0003993288,0.0001760885,0.00002838571,0.0001569175],"domain_scores_gemma":[0.9992604,0.0001311059,0.000227467,0.0003195097,0.00002006961,0.00004140599],"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":[0.00003152763,0.0003994828,0.03947691,0.00004013098,0.0009984518,0.000001763615,0.001218889,0.005668397,0.0001878538,0.8619674,0.08607853,0.003930661],"study_design_scores_gemma":[0.0006699357,0.001169077,0.2332439,0.000114789,0.00002284317,0.000002805313,0.001137951,0.6795303,0.0004432366,0.07911508,0.003913686,0.0006364749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8728031,0.00006720744,0.001289263,0.0001747363,0.00006959354,0.0001290468,0.00003640528,0.00001100877,0.1254196],"genre_scores_gemma":[0.9969304,0.00001004812,0.00004225388,0.00004213941,0.00002836493,0.000006074363,0.000002026711,0.0000117778,0.002926865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7828523,"threshold_uncertainty_score":0.99042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890711701549711,"score_gpt":0.2508642462605232,"score_spread":0.2019571292450261,"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."}}