{"id":"W4306255083","doi":"10.1093/eurheartj/ehac544.405","title":"A prediction model for ventricular tachycardia events using 24h ambulatory ECG","year":2022,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Ventricular tachycardia; Ambulatory; Internal medicine; Cardiology; Heart rate; Population; Tachycardia; Blood pressure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002507607,0.001028294,0.001046016,0.001036357,0.000304663,0.001035076,0.0006918483,0.000842662,0.002335627],"category_scores_gemma":[0.004266093,0.0002933734,0.001044706,0.0003068618,0.0002309555,0.0004071986,0.000538732,0.001054823,0.0007090032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004241604,"about_ca_system_score_gemma":0.0005255222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005516243,"about_ca_topic_score_gemma":0.002269488,"domain_scores_codex":[0.9992422,0.0002947983,0.00005010388,0.0002072823,0.00009145665,0.0001140651],"domain_scores_gemma":[0.9967069,0.00243269,0.0003518483,0.00006606074,0.0003114211,0.0001311162],"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":[0.001022903,0.0008582282,0.1911362,0.00009633225,0.000563516,0.0006538178,0.0001406783,0.7300224,0.001871876,0.001180871,0.003898111,0.06855521],"study_design_scores_gemma":[0.00001114197,0.00007752433,0.005305039,0.00001103736,0.00002524354,0.0000455756,0.00001451633,0.9939042,0.0000915011,0.0003806714,0.0001263914,0.000007162738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7984348,0.0008789016,0.1936162,0.001300322,0.0001598205,0.0002048602,0.00238983,0.0007919278,0.002223436],"genre_scores_gemma":[0.9865994,0.0001353381,0.01008218,0.00009585411,0.00007328805,0.0001332638,0.001629825,0.00002089215,0.001229933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005516243,"threshold_uncertainty_score":0.01326168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06867736128351758,"score_gpt":0.3068453488495755,"score_spread":0.2381679875660579,"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."}}