{"id":"W3124482785","doi":"10.2139/ssrn.2604137","title":"A Model of Anomaly Discovery","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Anomaly (physics); Computer science; Physics","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":[0.003886608,0.0009392322,0.00201694,0.002347642,0.001016188,0.004512129,0.004145768,0.008261758,0.01039895],"category_scores_gemma":[0.03173604,0.001045046,0.001477177,0.002980046,0.003590003,0.006573258,0.002606448,0.003836237,0.001541034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002060359,"about_ca_system_score_gemma":0.00155177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0051896,"about_ca_topic_score_gemma":0.001960331,"domain_scores_codex":[0.9977008,0.0009617929,0.0001120194,0.0005551163,0.0003518433,0.000318516],"domain_scores_gemma":[0.9757432,0.0186737,0.001983375,0.001352686,0.001424527,0.0008224761],"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":[0.000182385,0.00008339743,0.002246125,0.00008008031,0.00009361818,0.0006578371,0.0001751759,0.1871776,0.0005527462,0.7913226,0.005690213,0.01173823],"study_design_scores_gemma":[0.00005042342,0.00002086457,0.000189746,0.000008407815,0.00002115792,0.0002087164,0.00001841358,0.6906429,0.00008125995,0.3078533,0.0008841753,0.0000206503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1660304,0.001808122,0.7554961,0.02606768,0.0005507844,0.00009640077,0.001856982,0.001829752,0.0462638],"genre_scores_gemma":[0.9465289,0.0007769981,0.0242008,0.0005798545,0.0005741893,0.0000949571,0.000394061,0.0001417751,0.02670847],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01039895,"threshold_uncertainty_score":0.03478795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0422766403646472,"score_gpt":0.2159626224251301,"score_spread":0.1736859820604829,"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."}}