{"id":"W3147280109","doi":"10.2139/ssrn.2431498","title":"A Model of Anomaly Discovery","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":5,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00136968,0.0001017946,0.0003828787,0.0001824234,0.00008935232,0.00005529664,0.0002291922,0.00004294892,0.00006974177],"category_scores_gemma":[0.00004427673,0.0001019124,0.0002502272,0.0001660379,0.00002855716,0.0002751067,0.00003355506,0.0003920739,0.00005545408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210288,"about_ca_system_score_gemma":0.0001593537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004084701,"about_ca_topic_score_gemma":0.0006409129,"domain_scores_codex":[0.9983052,0.00001479217,0.0005668827,0.0001744865,0.0000418739,0.0008967928],"domain_scores_gemma":[0.9992281,0.00001687418,0.0004556858,0.0002246093,0.00003136943,0.00004340251],"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":[0.00001054511,0.00002731714,0.008302169,0.000005727862,0.0001381047,9.054648e-8,0.00004694645,0.001610568,0.00006245544,0.9888423,0.00003253185,0.0009212616],"study_design_scores_gemma":[0.0003610426,0.0001577069,0.0008688777,0.000007176649,0.00001558361,0.00002722335,0.0001708315,0.08284818,0.00001403982,0.9120833,0.003289373,0.0001566488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5758947,0.003971905,0.3976502,0.0003684286,0.0001237722,0.00005822527,0.00002109526,0.0000123691,0.02189936],"genre_scores_gemma":[0.9912976,0.0006226329,0.0001904118,0.0000317307,0.0001307986,0.000001732945,0.00000175389,0.00001564584,0.007707679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4154029,"threshold_uncertainty_score":0.4155867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720429269849721,"score_gpt":0.1902405016612667,"score_spread":0.1730362089627695,"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."}}