{"id":"W4307847575","doi":"10.1148/radiol.213059","title":"Cardiac MRI Risk Stratification for Dilated Cardiomyopathy with Left Ventricular Ejection Fraction of 35% or Higher","year":2022,"lang":"en","type":"article","venue":"Radiology","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health","funders":"Chinese Academy of Medical Sciences; National Natural Science Foundation of China","keywords":"Medicine; Ejection fraction; Cardiology; Internal medicine; Hazard ratio; Dilated cardiomyopathy; Heart failure; Sudden cardiac death; Clinical endpoint; Cardiomyopathy; Confidence interval; Clinical trial","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":[0.0006642973,0.0003332041,0.0003023196,0.0007239163,0.0001987487,0.0003255442,0.0002301972,0.0002503698,0.0008381906],"category_scores_gemma":[0.001213411,0.00008789907,0.0003946371,0.000351167,0.0001696916,0.0001665605,0.0003263931,0.0002810838,0.00008848313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581559,"about_ca_system_score_gemma":0.0002770672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007408437,"about_ca_topic_score_gemma":0.002047328,"domain_scores_codex":[0.9997728,0.00007827476,0.00002322878,0.00004287954,0.00003406516,0.00004872224],"domain_scores_gemma":[0.9990396,0.0001701379,0.0005223178,0.00002466926,0.00007819968,0.0001649912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001720413,0.00001254281,0.9972773,0.00001416049,0.00002891856,0.0001111619,0.00001137935,0.00007730394,0.000290792,0.00001958657,0.0001139321,0.001870876],"study_design_scores_gemma":[0.00001458759,0.0001355624,0.9975603,0.00002771266,0.00008222688,0.0009350218,0.00004983561,0.0006559304,0.0001721733,0.00008884303,0.0002724655,0.000005348919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972008,0.0016472,0.0002709664,0.00009795773,0.0000204095,0.00001553493,0.0001713267,0.000005417332,0.0005702656],"genre_scores_gemma":[0.9990017,0.0003153071,0.0003083195,0.00003408995,0.00004680297,0.00001032665,0.0002117001,0.000001180514,0.00007047028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008381906,"threshold_uncertainty_score":0.003513157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008506948977346083,"score_gpt":0.2416115336817169,"score_spread":0.2331045847043708,"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."}}