{"id":"W4256046242","doi":"10.1007/978-1-4939-7131-2_100691","title":"Multi-classifier System","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002259809,0.0003463082,0.0004676082,0.0001069124,0.00009954584,0.0001923377,0.001377145,0.0004183211,0.0001772237],"category_scores_gemma":[0.000005180101,0.0002566946,0.0002112224,0.00002592269,0.00006951524,0.000144136,0.0003299145,0.0001936572,0.009066707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263987,"about_ca_system_score_gemma":0.00009362364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002110822,"about_ca_topic_score_gemma":0.00001648297,"domain_scores_codex":[0.9982361,0.00002184875,0.0003895532,0.0006769981,0.0003862925,0.0002892121],"domain_scores_gemma":[0.9982526,0.00004276033,0.0002088253,0.001190029,0.0001630152,0.0001427848],"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":[0.00000136401,0.000004767658,7.726538e-7,0.00004364752,0.00004635679,0.00004193482,0.00003994771,2.922169e-7,0.00001218693,0.9704424,0.02723869,0.002127645],"study_design_scores_gemma":[0.0006943697,0.0001384516,0.00001200509,0.0003861225,0.00003175096,0.00009554817,0.00003026044,0.0182628,0.000009893203,0.01508585,0.9643856,0.0008673341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.998352e-7,0.0003251321,0.1630758,0.00009631934,0.001597734,0.0002466469,0.000003871264,0.0005696467,0.8340845],"genre_scores_gemma":[0.004133368,0.00000712538,0.01119124,0.0002624764,0.0006821543,0.00001677555,0.000003040738,0.0000288694,0.9836749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9553565,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0339307039830299,"score_gpt":0.2135224558109578,"score_spread":0.1795917518279279,"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."}}