{"id":"W3203408283","doi":"10.1016/j.cjca.2021.09.016","title":"From a Polish 3-Year-Old Boy Who Visited Maastricht to Automatic Detection Using Deep Learning: Brugada Syndrome Is Being Revolutionised","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Universiteit van Amsterdam","keywords":"Brugada syndrome; Medicine; Sudden cardiac death; Cardiology; Internal medicine; Right bundle branch block; Sudden death; ST elevation; Bundle branch block; Electrocardiography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003447082,0.00114885,0.00109266,0.0008905542,0.002479798,0.001377973,0.0008394587,0.01057197,0.002971891],"category_scores_gemma":[0.007236216,0.0005205158,0.001064566,0.0005616966,0.001295275,0.00169281,0.0008875449,0.01017199,0.001293887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002285662,"about_ca_system_score_gemma":0.001482308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01473785,"about_ca_topic_score_gemma":0.01818096,"domain_scores_codex":[0.9992867,0.00008575282,0.0001304337,0.0001886165,0.0001384148,0.0001700518],"domain_scores_gemma":[0.9981592,0.0007549691,0.0002101509,0.00004542236,0.0002291635,0.0006010574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00005796065,0.0000422541,0.004420977,0.00004514023,0.00002117913,0.970155,0.0004434408,0.00008656677,0.0004383007,0.0004780491,0.02019145,0.003619721],"study_design_scores_gemma":[0.00005878759,0.0001598092,0.009562236,0.0003906716,0.00007086438,0.960535,0.001647823,0.0006555081,0.0005217551,0.002689557,0.0236375,0.00007050353],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1609492,0.008501395,0.001671794,0.7885932,0.01676645,0.000138009,0.0006503421,0.0002271127,0.02250248],"genre_scores_gemma":[0.6099727,0.01096026,0.002736453,0.3155613,0.03049727,0.0001048781,0.0003483119,0.0002928393,0.02952595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01473785,"threshold_uncertainty_score":0.02930415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008791474856373379,"score_gpt":0.2242218721270105,"score_spread":0.2154303972706371,"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."}}