{"id":"W2099855977","doi":"10.1109/iembs.2005.1616139","title":"Suitability of Genetic Algorithm Generated Models to Simulate Atrial Fibrillation and K<sup>+</sup>Channel Blockades","year":2005,"lang":"en","type":"article","venue":"","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Institut de Cardiologie de Montréal; Natural Sciences and Engineering Research Council of Canada; Heart and Stroke Foundation of Canada","keywords":"Genetic algorithm; Channel (broadcasting); Computer science; Algorithm; Atrial fibrillation; Physics; Chemistry; Internal medicine; Telecommunications; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008486265,0.0006148774,0.0005142108,0.0006634709,0.0003381303,0.0006756822,0.0006999713,0.00112605,0.000734435],"category_scores_gemma":[0.00536411,0.0002923838,0.0006010858,0.0003056979,0.0004909412,0.0003903403,0.0002824143,0.0005688298,0.0001090951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158271,"about_ca_system_score_gemma":0.001087693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01736936,"about_ca_topic_score_gemma":0.01117656,"domain_scores_codex":[0.9997599,0.0001073527,0.00001596523,0.00003419621,0.000046636,0.00003604792],"domain_scores_gemma":[0.9972848,0.00207956,0.0001358537,0.0001137532,0.0003451034,0.00004087909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000149842,0.00001359856,0.000311323,0.000006726219,0.000007288399,0.00001555864,0.00001083413,0.9976348,0.0002495468,0.0002111724,0.00003958134,0.001484667],"study_design_scores_gemma":[0.000005415522,0.00001325162,0.00007293106,0.000001903663,0.000002771737,0.00000360362,0.000004183474,0.9994885,0.0002172837,0.0001401999,0.000047706,0.000002308261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8548745,0.0002010982,0.1377564,0.0003702994,0.00007624597,0.0001743548,0.000362598,0.0007337373,0.005450762],"genre_scores_gemma":[0.960994,0.00006644965,0.03789805,0.00004899488,0.000005540759,0.0001474809,0.0002309424,0.0000433606,0.0005651725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01736936,"threshold_uncertainty_score":0.03453654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535703519182251,"score_gpt":0.2547012505779563,"score_spread":0.2393442153861338,"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."}}