{"id":"W4312424614","doi":"10.1007/978-3-030-95995-1_11","title":"Ensemble Classification","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Computational Techniques in Science and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Toolbox; Classifier (UML); Computer science; Machine learning; Artificial intelligence; Cascading classifiers; Ensemble learning; Table (database); Random subspace method; Pattern recognition (psychology); Data mining","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":[0.0001140105,0.000135128,0.0001095954,0.0001417913,0.000104799,0.00005066083,0.0009581774,0.00006287223,0.0003453984],"category_scores_gemma":[0.000005572423,0.0001400543,0.00006149619,0.00006452321,0.00002151699,0.0003687402,0.000360258,0.0002252184,0.0001020901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208919,"about_ca_system_score_gemma":0.00005292148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.606406e-7,"about_ca_topic_score_gemma":1.93125e-7,"domain_scores_codex":[0.9989651,0.000003156395,0.0001664032,0.0003660736,0.0003732037,0.0001260587],"domain_scores_gemma":[0.9992994,0.00004899111,0.00007691643,0.0004885168,0.00004340292,0.00004277465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.479396e-7,0.000001542228,6.552369e-8,0.000002259967,0.000002267233,0.000004718164,0.00001188934,0.001132622,0.00003974413,0.9463894,0.001512301,0.05090304],"study_design_scores_gemma":[0.00001258941,0.00001797193,0.00000153676,0.00000459218,9.751575e-7,0.00001245761,6.599726e-7,0.03348285,0.00003608242,0.4032939,0.5629995,0.00013679],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[6.655035e-8,0.00003356731,0.5065755,0.0001448469,0.000165806,0.00004901618,4.942239e-7,0.000324746,0.4927059],"genre_scores_gemma":[0.001139506,0.0000955146,0.3922916,0.0003340094,0.0000651918,0.00002917902,0.00001189533,0.00001910342,0.606014],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5614873,"threshold_uncertainty_score":0.5711248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04311780887947959,"score_gpt":0.2719820484088922,"score_spread":0.2288642395294126,"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."}}