{"id":"W4206231027","doi":"10.3390/jrfm14120612","title":"Super RaSE: Super Random Subspace Ensemble Classification","year":2021,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspace topology; Random subspace method; Classifier (UML); Computer science; Algorithm; Ensemble learning; Artificial intelligence; Pattern recognition (psychology); Iterative method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003261315,0.00007397583,0.0001399475,0.00009687307,0.0001563955,0.00009912837,0.0001884479,0.00004032382,0.00001055258],"category_scores_gemma":[0.00003643381,0.00006455855,0.0000828213,0.0002987504,0.00002115449,0.0002339638,0.00009349254,0.0001315686,0.000006608353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002468058,"about_ca_system_score_gemma":0.00003256346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004905079,"about_ca_topic_score_gemma":0.000007397925,"domain_scores_codex":[0.9992684,0.0000454744,0.0002568171,0.0001525545,0.0001675854,0.0001091522],"domain_scores_gemma":[0.9993942,0.00004094683,0.0001442702,0.0002147099,0.0001468527,0.00005900329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004541535,0.000160926,0.001819733,0.00002285404,0.00002063703,0.00006806596,0.0004743924,0.00002148286,0.002276007,0.2200493,0.006584411,0.7684568],"study_design_scores_gemma":[0.002050775,0.0001421119,0.0764909,0.0000501688,0.00008758316,0.0001530661,0.0004146593,0.001674659,0.007132347,0.02538934,0.8861549,0.0002595065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04708684,0.0005561461,0.9503166,0.0007659355,0.0001535779,0.00008285891,0.000001245521,0.00002330152,0.001013502],"genre_scores_gemma":[0.9403803,0.004872322,0.05386813,0.0001787841,0.0001219115,0.00001050802,7.278505e-7,0.000004807237,0.0005624922],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8964485,"threshold_uncertainty_score":0.2632622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009062730634919516,"score_gpt":0.2234480259977533,"score_spread":0.2143852953628338,"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."}}