{"id":"W2943954615","doi":"10.1002/joa3.12185","title":"2019 <scp>HRS</scp>/<scp>EHRA</scp>/<scp>APHRS</scp>/<scp>LAHRS</scp> expert consensus statement on catheter ablation of ventricular arrhythmias","year":2019,"lang":"en","type":"article","venue":"Journal of Arrhythmia","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Ventricular tachycardia; Catheter ablation; Ventricular fibrillation; Ablation; Intensive care medicine; Cardiology; Internal medicine","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":["metaepi_narrow"],"category_scores_codex":[0.002658398,0.00180298,0.003568903,0.001533908,0.0003986727,0.0002537275,0.0005660391,0.001019766,0.0001619248],"category_scores_gemma":[0.004086148,0.001510376,0.002605731,0.001296048,0.0004155881,0.0006792884,0.0002848114,0.001968343,0.001637105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001715642,"about_ca_system_score_gemma":0.001237276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001926207,"about_ca_topic_score_gemma":0.00001906076,"domain_scores_codex":[0.987118,0.0006760189,0.004030637,0.001573768,0.00429529,0.002306284],"domain_scores_gemma":[0.9854645,0.004516914,0.003939232,0.002141818,0.00234087,0.0015967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000713153,0.005701806,0.04859487,0.002004376,0.01742411,0.04728639,0.03007916,0.02032686,0.02209229,0.001033082,0.7843289,0.02041498],"study_design_scores_gemma":[0.02711318,0.008933798,0.04774019,0.003356252,0.002950628,0.01769358,0.01075763,0.001416318,0.0686315,0.0006430727,0.8103725,0.0003912782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693405,0.01014833,0.0002675075,0.000726907,0.003747629,0.002596175,0.0003901394,0.0001659494,0.01261683],"genre_scores_gemma":[0.958878,0.003369645,0.002598989,0.0011942,0.00566732,0.000104213,0.0002706654,0.0004755741,0.02744136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04653921,"threshold_uncertainty_score":0.9994715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269954464459338,"score_gpt":0.2654047479927475,"score_spread":0.2527052033481541,"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."}}