{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00318787,0.0004112198,0.0004677309,0.001336874,0.0003760218,0.001009021,0.0005609241,0.0007470701,0.0007027186],"category_scores_gemma":[0.02173737,0.0003004164,0.0003905454,0.0008172842,0.0005848703,0.0008719823,0.0005989876,0.0006006955,0.0001890397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003306164,"about_ca_system_score_gemma":0.0002985234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008584302,"about_ca_topic_score_gemma":0.001281279,"domain_scores_codex":[0.9974572,0.000943668,0.0004076086,0.0004957713,0.0005101447,0.0001856593],"domain_scores_gemma":[0.9801677,0.01014569,0.007103768,0.0007270471,0.001096324,0.0007594834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001292986,0.00001321473,0.9976074,0.000008132558,0.00001223978,0.0002224737,0.00003167462,0.00008452601,0.0001736162,0.000006068936,0.00003172683,0.001679691],"study_design_scores_gemma":[0.000009495659,0.0002719011,0.9943763,0.00001737607,0.00004287748,0.003450356,0.0001345251,0.001108452,0.0004370963,0.00004318209,0.00009871338,0.000009711482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986774,0.0005023606,0.00022157,0.0001022184,0.00000727305,0.000005359855,0.00005949037,0.000007867552,0.000416474],"genre_scores_gemma":[0.999551,0.00009061193,0.000240074,0.00002286565,0.00002365603,0.000002658571,0.00005184632,0.000002470208,0.00001479456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00318787,"threshold_uncertainty_score":0.01685923,"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."}}