{"id":"W2977423392","doi":"10.1093/ehjci/jez226","title":"Cardiovascular risk scoring and magnetic resonance imaging detected subclinical cerebrovascular disease","year":2019,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Brampton Civic Hospital; Population Health Research Institute; Western University; St. Paul's Hospital; St Joseph's Health Care; University of Calgary; Health Sciences Centre; Dalhousie University; University of Ottawa; Alberta Health Services; Simon Fraser University; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec; BC Cancer Agency; Montreal Heart Institute; William Osler Health System; University of British Columbia; Ontario Institute for Cancer Research; St. Michael's Hospital; Sunnybrook Health Science Centre; Centre Hospitalier Universitaire Sainte-Justine; Hamilton Health Sciences; University of Toronto; McMaster University; Université de Montréal","funders":"Partenariat Canadien Contre Le Cancer; University of Toronto; Alberta Health; Canadian Institutes of Health Research; Alberta Cancer Foundation; Sunnybrook Research Institute; Heart and Stroke Foundation of Canada; BC Cancer Foundation; Fondation Institut de Cardiologie de Montréal; Ontario Institute for Cancer Research; Population Health Research Institute","keywords":"Subclinical infection; Magnetic resonance imaging; Medicine; Disease; Cardiology; Internal medicine; Nuclear magnetic resonance; Radiology; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005030354,0.0007802218,0.001656206,0.0004748603,0.0006732637,0.0005658153,0.000396895,0.00005787187,0.0002438],"category_scores_gemma":[0.0008322595,0.0007399141,0.007343583,0.0005269928,0.0003132057,0.0006879133,0.0004325354,0.001546576,0.0005375422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001876406,"about_ca_system_score_gemma":0.0002493282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005934471,"about_ca_topic_score_gemma":7.175128e-7,"domain_scores_codex":[0.9917257,0.002301154,0.001086852,0.001524282,0.002133948,0.001228072],"domain_scores_gemma":[0.994848,0.0001568154,0.0001730189,0.002673996,0.0004754036,0.001672768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001217847,0.0001058339,0.8700938,0.0002150811,0.001887034,0.001718762,0.00009904566,0.0005467691,0.0001542471,0.000005476579,0.0003671048,0.124685],"study_design_scores_gemma":[0.005894579,0.00009336547,0.8265439,0.0007893298,0.00456656,0.009703853,0.0002481513,0.00140228,0.00007188336,0.00002724152,0.1498781,0.0007807332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6888191,0.3050615,0.001599125,0.0002510423,0.00100186,0.001088767,0.00002114154,0.000324641,0.001832843],"genre_scores_gemma":[0.9878069,0.008191265,0.001151938,0.0006108761,0.001733434,0.00001513548,0.00002042489,0.0003116757,0.0001583429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2989878,"threshold_uncertainty_score":0.9995052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152362335834515,"score_gpt":0.2360151240838659,"score_spread":0.2244915007255207,"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."}}