{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003851046,0.0009034266,0.001875587,0.002317944,0.000994738,0.004476598,0.004008831,0.007821101,0.009983834],"category_scores_gemma":[0.03115506,0.0008946976,0.001441186,0.002899479,0.003463442,0.006458179,0.002535779,0.003813693,0.001674365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001993397,"about_ca_system_score_gemma":0.001474269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004096247,"about_ca_topic_score_gemma":0.001588317,"domain_scores_codex":[0.9975942,0.001026221,0.0001169763,0.0005925143,0.0003684272,0.0003015899],"domain_scores_gemma":[0.9776178,0.01710756,0.001767849,0.001413163,0.001346648,0.0007469822],"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":[0.0001586165,0.00007248791,0.002140137,0.00007485244,0.00008543208,0.0005945973,0.0001938169,0.1406141,0.000583777,0.8386467,0.005244594,0.01159105],"study_design_scores_gemma":[0.00004733772,0.00002337472,0.0001976342,0.000009042183,0.00002119389,0.0002319577,0.00002267103,0.5995154,0.00009217785,0.3986993,0.001119078,0.00002078896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1422574,0.001567553,0.7877941,0.02267519,0.0005243305,0.00008764782,0.001563252,0.001636355,0.0418942],"genre_scores_gemma":[0.9471121,0.0007470828,0.02597643,0.000583558,0.0005532859,0.00009575782,0.0003836782,0.0001432334,0.02440502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009983834,"threshold_uncertainty_score":0.03339928,"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."}}