{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001775627,0.0001017049,0.000408221,0.00008214982,0.0001619719,0.000003148544,0.00003316755,0.00007620933,0.0001615621],"category_scores_gemma":[0.00002001947,0.00006816266,0.0002163065,0.0001685011,0.00005063821,0.00003077303,0.00001529684,0.0001555297,0.000001030599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416304,"about_ca_system_score_gemma":0.00006050897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001381874,"about_ca_topic_score_gemma":0.00000209154,"domain_scores_codex":[0.9991458,0.0001392123,0.0002023098,0.0002339712,0.0001316458,0.00014708],"domain_scores_gemma":[0.9994193,0.00007720535,0.0001781567,0.0002028018,0.00008230276,0.00004017499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01289145,0.00023912,0.8707845,0.0004109172,0.003664482,0.0001586803,0.0005349975,0.008158576,0.07146079,0.001344835,0.01629707,0.01405464],"study_design_scores_gemma":[0.002870482,0.004753979,0.8237698,0.0000189177,0.00151598,0.001459841,0.001279257,0.0009632373,0.006142394,0.0002370908,0.1566859,0.0003030764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995876,0.0007087379,0.001129986,0.000224009,0.0008991933,0.0007281203,0.0001068409,0.00005763175,0.0002695434],"genre_scores_gemma":[0.9981945,0.0001181066,0.000442003,0.00003181281,0.0003623939,0.00009099219,0.0002901612,0.00001546051,0.0004546111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1403888,"threshold_uncertainty_score":0.2779593,"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."}}