{"id":"W2047719782","doi":"10.5539/mas.v5n4p217","title":"Artificial Bee Colony based Data Mining Algorithms for Classification Tasks","year":2011,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Naive Bayes classifier; Artificial bee colony algorithm; Data mining; Artificial intelligence; Algorithm; Statistical classification; Decision tree; Machine learning; Pattern recognition (psychology); Support vector machine","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":[0.0008242586,0.0001299374,0.0001213062,0.00009901544,0.0006534643,0.0002374503,0.003537293,0.0000481512,0.00000707692],"category_scores_gemma":[0.00002381113,0.0001232364,0.00002551104,0.0008025786,0.0003164506,0.0005336285,0.0004671456,0.0000860481,0.00002411677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003657148,"about_ca_system_score_gemma":0.0002178372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001015471,"about_ca_topic_score_gemma":0.00001262893,"domain_scores_codex":[0.9979179,0.0000101614,0.0002545997,0.001007382,0.0003760077,0.0004339493],"domain_scores_gemma":[0.9982089,0.00009126719,0.0001357018,0.001326192,0.00009550667,0.0001423978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001315316,0.0001412281,0.00002635603,0.000005526476,0.000002732232,7.110465e-7,0.0005324003,0.000158345,0.3551867,0.08849639,0.00140918,0.5540273],"study_design_scores_gemma":[0.00009307577,0.00002535752,0.0005772649,0.000003942816,0.000004904422,9.874101e-7,0.00001667468,0.9728301,0.01106585,0.0141506,0.00107016,0.000161111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002292307,0.00001125045,0.9938357,0.0006243153,0.0001392288,0.0005204857,0.00002391965,0.000160697,0.0023921],"genre_scores_gemma":[0.6713994,8.482001e-7,0.3279384,0.0003808061,0.0000658618,0.0001706187,0.00001283842,0.000006890933,0.00002433547],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9726717,"threshold_uncertainty_score":0.6573229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2523105230195538,"score_gpt":0.3273377980124616,"score_spread":0.07502727499290784,"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."}}