{"id":"W4283812091","doi":"10.1148/radiol.220067","title":"Clinical Impact of Cardiac MRI T1 and T2 Parametric Mapping in Patients with Suspected Cardiomyopathy","year":2022,"lang":"en","type":"article","venue":"Radiology","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Confidence interval; Cardiomyopathy; Radiology; Cardiac imaging; Myocarditis; Clinical Practice; Protocol (science); Internal medicine; Nuclear medicine; Cardiology; Heart failure; Pathology; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.000529472,0.00008007516,0.0005358117,0.0004783888,0.00006110861,0.00000206462,0.00004988408,0.0000781951,0.0000801841],"category_scores_gemma":[0.0001788335,0.00006027225,0.0001101977,0.000771807,0.0002090352,0.00002387808,0.00009113467,0.0005038705,0.000002206247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000161594,"about_ca_system_score_gemma":0.0001245704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002690228,"about_ca_topic_score_gemma":0.000001654646,"domain_scores_codex":[0.998714,0.000488061,0.0002642149,0.0002087784,0.00009440599,0.0002305309],"domain_scores_gemma":[0.9994184,0.00018461,0.00006423495,0.0002111799,0.00006914581,0.00005246301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004438867,0.0001759247,0.9943897,0.000007966562,0.0002840469,0.00001255534,0.00005995251,0.00004066504,0.0001144107,0.00001545276,0.000287103,0.004168408],"study_design_scores_gemma":[0.00209416,0.005067798,0.9917668,0.000005762166,0.00002794174,0.0000473464,0.00007431466,0.00007624125,0.000004656135,0.000013314,0.0007654363,0.00005622617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977729,0.001310579,0.00001230854,0.00006011277,0.0001225848,0.0003443917,0.00001802906,0.00001245415,0.0003466193],"genre_scores_gemma":[0.9995031,0.0002454166,0.00008309301,0.000018592,0.00003065186,0.00002834754,0.00003943534,0.000009058442,0.00004230039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004891874,"threshold_uncertainty_score":0.2457831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052372948926192,"score_gpt":0.32922292648204,"score_spread":0.3086991969927781,"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."}}