{"id":"W3122637683","doi":"10.1016/j.hrthm.2021.01.009","title":"Identification of patients at risk of sudden cardiac death in congenital heart disease: The PRospEctiVE study on implaNTable cardIOverter defibrillator therapy and suddeN cardiac death in Adults with Congenital Heart Disease (PREVENTION-ACHD)","year":2021,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Daiichi Sankyo Europe; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; ZonMw; AtriCure; Medtronic; Abbott Laboratories","keywords":"Medicine; Sudden cardiac death; Implantable cardioverter-defibrillator; Cardiology; Heart disease; Internal medicine; Sudden death; Disease; Prospective cohort study; Primary prevention; Cause of death; Secondary prevention","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"],"consensus_categories":[],"category_scores_codex":[0.0004103228,0.0004231384,0.00126133,0.0001916302,0.0001917149,0.00003737555,0.00005732159,0.00007587282,0.00001351591],"category_scores_gemma":[0.0001964298,0.0003287556,0.0003626977,0.0004689072,0.0001778419,0.0002133408,0.0001688911,0.000245513,0.00001617371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002207622,"about_ca_system_score_gemma":0.0003866971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000704682,"about_ca_topic_score_gemma":0.0004865089,"domain_scores_codex":[0.9963983,0.0006071267,0.0007637207,0.0008405016,0.0008991889,0.0004912195],"domain_scores_gemma":[0.9978392,0.0002910809,0.0001531804,0.0008457786,0.0005225799,0.0003481789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006321126,0.0009345197,0.9893007,0.000139565,0.0007897309,0.00003118924,0.001700838,0.00000627864,0.0001169257,0.00001438225,0.0004621493,0.0001826221],"study_design_scores_gemma":[0.004419354,0.0008174608,0.990896,0.0002345167,0.0006333913,0.00003174115,0.001843216,0.00002451114,0.0004618209,0.0000575174,0.0002724329,0.0003079891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844014,0.009104691,6.760721e-7,0.00009368976,0.0002042855,0.004181776,0.001741285,0.00003098014,0.0002411916],"genre_scores_gemma":[0.9986419,0.0003180102,0.00001742408,0.00006220381,0.0001074306,0.0004736763,0.0001286671,0.00006298121,0.0001876897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01424049,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257172868717596,"score_gpt":0.2660751749550551,"score_spread":0.2535034462678791,"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."}}