{"id":"W3160751144","doi":"10.1016/j.jcmg.2021.01.027","title":"Multimodality Imaging Assessment of Myocardial Fibrosis","year":2021,"lang":"en","type":"review","venue":"JACC. Cardiovascular imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Myocardial fibrosis; Magnetic resonance imaging; Cardiac magnetic resonance; Cardiac imaging; Nuclear imaging; Fibrosis; Multimodality; Cardiology; Cardiac magnetic resonance imaging; Radiology; Internal medicine; Nuclear medicine; Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.00226783,0.001077403,0.008189745,0.0005906837,0.0001666536,0.0001932331,0.0003506207,0.0002562202,0.0000630042],"category_scores_gemma":[0.001045873,0.001027307,0.01649158,0.0009463032,0.0002570906,0.0002029231,0.0005755227,0.001250056,0.00003115635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007094446,"about_ca_system_score_gemma":0.001859172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003349909,"about_ca_topic_score_gemma":4.297398e-7,"domain_scores_codex":[0.9933298,0.0009329197,0.001582674,0.001481222,0.001782327,0.000891009],"domain_scores_gemma":[0.9945009,0.000677697,0.0005256581,0.00315187,0.0007467031,0.0003972152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003335634,0.0001289962,0.006446918,0.01742347,0.007688173,0.001001494,0.00003740418,0.00005372737,0.000003174926,0.00003226668,0.002594542,0.9645865],"study_design_scores_gemma":[0.001345001,0.00001151368,0.003124996,0.02408783,0.03240332,0.001711203,0.00009630634,0.0002640589,0.00001287188,0.000005367252,0.9360424,0.0008951391],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008316255,0.9820548,0.007181873,0.00007839892,0.001629435,0.001343454,0.0002417708,0.000216628,0.007245348],"genre_scores_gemma":[0.000964867,0.9871008,0.008816179,0.000122477,0.001518812,0.0001908603,0.0009453032,0.0002811822,0.00005954457],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9636914,"threshold_uncertainty_score":0.9992177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933105267941587,"score_gpt":0.354037448178442,"score_spread":0.3247063954990261,"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."}}