{"id":"W4360989430","doi":"10.1016/j.jacep.2022.11.028","title":"Seeking Certainty About the Uncertain","year":2023,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Canadian Institutes of Health Research","keywords":"Ventricle; Cardiology; Ablation; Internal medicine; Medicine; Ventricular tachycardia; Electrical impedance; Materials science; Electrical engineering","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":[0.01008566,0.0008850325,0.001542589,0.0009313209,0.01286599,0.01283376,0.002148683,0.08163274,0.01768213],"category_scores_gemma":[0.05168652,0.0009274075,0.001571214,0.0006395851,0.008221256,0.01092459,0.004442542,0.07616122,0.01035919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007196905,"about_ca_system_score_gemma":0.01088546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01170928,"about_ca_topic_score_gemma":0.02146688,"domain_scores_codex":[0.9920133,0.002456788,0.0005808759,0.001353489,0.001965761,0.001629757],"domain_scores_gemma":[0.9823513,0.01068703,0.0007077806,0.0005823481,0.002249485,0.003422126],"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":[0.00004390168,0.00002272415,0.0004527698,0.000035963,0.00001787248,0.002470717,0.000645927,0.00005687929,0.0001868053,0.02768429,0.9614659,0.006916225],"study_design_scores_gemma":[0.00008756431,0.0000413649,0.0008019693,0.000399133,0.00002740642,0.002522101,0.00226957,0.0005353452,0.0001683732,0.09618114,0.8968909,0.00007516528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002468152,0.0006849247,0.0001054119,0.9814889,0.005155587,0.0000100879,0.00003225615,0.0000100676,0.01226594],"genre_scores_gemma":[0.005890623,0.0005372265,0.0002037616,0.9681175,0.01288115,0.00002471079,0.00001834568,0.00002292596,0.01230362],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08163274,"threshold_uncertainty_score":0.05915266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05598715745232602,"score_gpt":0.3717764277048404,"score_spread":0.3157892702525144,"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."}}