{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001181624,0.0005340109,0.0004266168,0.0004610076,0.0003975614,0.0005659711,0.0004705474,0.0006308754,0.0009117767],"category_scores_gemma":[0.002428694,0.0004575667,0.0005913188,0.0004717942,0.000240886,0.0004220267,0.0007091968,0.0009860552,0.0002327612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002553324,"about_ca_system_score_gemma":0.0004857761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002799958,"about_ca_topic_score_gemma":0.004316991,"domain_scores_codex":[0.9993328,0.000238288,0.0000649174,0.000160273,0.0001240968,0.00007954073],"domain_scores_gemma":[0.9988526,0.0002249665,0.0004003744,0.00014189,0.0001048669,0.0002752575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069043,0.00004141297,0.9990502,0.000004503464,0.00004397281,0.00002721127,0.00001451586,0.0000448941,0.00004574447,0.00001433389,0.00005691498,0.0005493725],"study_design_scores_gemma":[0.00005832108,0.0002371185,0.9983546,0.000008131698,0.000049406,0.0002920418,0.00006018731,0.0007141336,0.00004829476,0.00004287256,0.0001307445,0.000004133678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990703,0.0001651961,0.0001449094,0.00005225672,0.000008258254,0.00001966453,0.0003541591,0.000002358687,0.0001829179],"genre_scores_gemma":[0.9983576,0.0001249476,0.0002426121,0.00004771787,0.00002383182,0.00003595023,0.001023871,0.00000164099,0.0001417198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002799958,"threshold_uncertainty_score":0.00624907,"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."}}