{"id":"W3035661067","doi":"10.1002/joa3.12338","title":"European Heart Rhythm Association (EHRA)/Heart Rhythm Society (HRS)/Asia Pacific Heart Rhythm Society (APHRS)/Latin American Heart Rhythm Society (LAHRS) expert consensus on risk assessment in cardiac arrhythmias: use the right tool for the right outcome, in the right population","year":2020,"lang":"en","type":"review","venue":"Journal of Arrhythmia","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Novo Nordisk Fonden","keywords":"Medicine; Heart Rhythm; Risk assessment; Population; Intensive care medicine; Internal medicine; Environmental health","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","metaepi_broad","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01371224,0.002056011,0.006720734,0.0003742274,0.001675734,0.0009312347,0.0005722633,0.0009197355,0.0002251746],"category_scores_gemma":[0.001673623,0.001176529,0.01094936,0.002568281,0.0005206534,0.0007143492,0.0002913201,0.005402808,0.0001420455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003444383,"about_ca_system_score_gemma":0.001004739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002282734,"about_ca_topic_score_gemma":0.0000628416,"domain_scores_codex":[0.9819882,0.005112648,0.005919279,0.001648564,0.003509652,0.001821638],"domain_scores_gemma":[0.9811217,0.01028441,0.005365754,0.001996113,0.0007825916,0.0004493993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001504422,0.0004317556,0.06309884,0.005106582,0.01116648,0.001086954,0.01035932,0.002310389,0.00002244984,0.001653548,0.7749403,0.1283189],"study_design_scores_gemma":[0.003037204,0.0005650235,0.0671948,0.002552127,0.002429137,0.002065605,0.001638514,0.001116347,0.000004430752,0.00009788753,0.9181068,0.001192132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04148833,0.5220423,0.001165469,0.3853663,0.01256138,0.0337944,0.001499746,0.0007348621,0.001347268],"genre_scores_gemma":[0.04558731,0.8787084,0.01704646,0.01260068,0.03845429,0.0004958083,0.0007419809,0.0009389649,0.005426085],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3727656,"threshold_uncertainty_score":0.999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05613889872353316,"score_gpt":0.3575774383692607,"score_spread":0.3014385396457275,"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."}}