{"id":"W2986639516","doi":"10.1007/s12410-019-9518-0","title":"Low Gradient Aortic Stenosis: Role of Echocardiography","year":2019,"lang":"en","type":"article","venue":"Current Cardiovascular Imaging Reports","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Cardiology; Stenosis; Internal medicine; Interventional radiology; Grading (engineering); Hemodynamics; Ventricular function; Radiology","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"],"consensus_categories":[],"category_scores_codex":[0.0003778418,0.0003009567,0.001026489,0.0002876135,0.0000457081,0.00002719635,0.00006628942,0.00004086859,0.00003510738],"category_scores_gemma":[0.00004492983,0.0002688927,0.009631184,0.0004154864,0.00007202423,0.0001119727,0.00008242301,0.0001612413,0.00003836766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009834798,"about_ca_system_score_gemma":0.0001129594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004592335,"about_ca_topic_score_gemma":2.226829e-8,"domain_scores_codex":[0.9972915,0.0000619308,0.0005634179,0.0006837645,0.0009943156,0.0004050674],"domain_scores_gemma":[0.9975119,0.00001582034,0.0002052085,0.001708403,0.0002839657,0.0002746684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002489594,0.0003236899,0.8937901,0.0003494238,0.006402063,0.0002107402,0.00005309185,0.000109987,0.0002061826,0.000007080624,0.0001514839,0.09837124],"study_design_scores_gemma":[0.001359379,0.00005508756,0.9812303,0.000653983,0.007023412,0.0002522438,0.0001446919,0.00007543743,0.001776448,0.0001408641,0.006989833,0.0002983359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202087,0.07517843,0.00009529409,0.00001088676,0.001550729,0.0009509569,0.0000150701,0.0001053712,0.001884586],"genre_scores_gemma":[0.9986715,0.0008679924,0.00005086165,0.00001883359,0.0001452574,0.00006941005,0.0001088433,0.00005211224,0.00001514385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0980729,"threshold_uncertainty_score":0.9999763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005909184912240257,"score_gpt":0.2674532914303355,"score_spread":0.2615441065180953,"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."}}