{"id":"W1891676651","doi":"10.1161/circheartfailure.115.002414","title":"Clinical Risk Stratification for Primary Prevention Implantable Cardioverter Defibrillators","year":2015,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Institute for Clinical Evaluative Sciences; Health Sciences Centre; Kingston General Hospital; University of Ottawa; McMaster University; London Health Sciences Centre; Queen's University; University of British Columbia; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Ventricular tachycardia; Implantable cardioverter-defibrillator; Cumulative incidence; Internal medicine; Amiodarone; Cardiology; Hazard ratio; Ejection fraction; Population; Shock (circulatory); Proportional hazards model; Atrial fibrillation; Cohort; Heart failure; Confidence interval","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007918174,0.0001394534,0.0005692086,0.00009143334,0.0001484222,0.00003868169,0.00001136398,0.0001651871,0.000002695105],"category_scores_gemma":[0.0003198935,0.0001324341,0.0003648757,0.000178769,0.00004298284,0.0001702545,0.00001554306,0.000110311,0.00007570639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113465,"about_ca_system_score_gemma":0.0002096589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002223548,"about_ca_topic_score_gemma":0.000006487146,"domain_scores_codex":[0.9985227,0.0001229522,0.0004949854,0.0003477571,0.0003207598,0.0001908399],"domain_scores_gemma":[0.9987364,0.0001636419,0.000165234,0.0003352482,0.0004179275,0.0001815234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000181342,0.00003830965,0.8035724,0.00007582963,0.0002582506,1.483928e-7,0.0001672941,0.0006497465,0.0005327551,0.0002489914,0.1872452,0.007029797],"study_design_scores_gemma":[0.001929081,0.0001731228,0.5495167,0.00005242704,0.0003502235,0.0002356689,0.0002413009,0.0002603556,0.000125603,0.000777127,0.4461527,0.000185726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9266069,0.0008670092,0.02300947,0.0004222563,0.0008434659,0.001555306,0.00007782072,0.0002708794,0.04634689],"genre_scores_gemma":[0.992835,0.00002292287,0.005529485,0.0001361926,0.0007566309,0.00003687375,0.0002823066,0.00002377518,0.0003768476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2589075,"threshold_uncertainty_score":0.5400506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06368326371364695,"score_gpt":0.355975303541386,"score_spread":0.292292039827739,"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."}}