{"id":"W4365458698","doi":"10.1093/ehjacc/zuad038","title":"Prognostic echocardiographic findings in patients supported with venoarterial extracorporeal membrane oxygenation for cardiogenic shock","year":2023,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ted Rogers Centre for Heart Research; University Health Network","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Cardiogenic shock; Cardiology; Internal medicine; Transthoracic echocardiogram; Ejection fraction; Pericardial effusion; Cardiac tamponade; Intracardiac injection; Incidence (geometry); Tamponade; Heart failure; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003616585,0.0003057189,0.0002364131,0.001158555,0.0003123504,0.0005328074,0.0002193475,0.0003899422,0.00155393],"category_scores_gemma":[0.002916399,0.0001687512,0.0001916963,0.0005235571,0.0003514678,0.0003979979,0.0003619368,0.0004855431,0.0001418231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003218793,"about_ca_system_score_gemma":0.0004395221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493809,"about_ca_topic_score_gemma":0.002295199,"domain_scores_codex":[0.9997502,0.00004230375,0.00004476377,0.00003819205,0.00005370909,0.00007078669],"domain_scores_gemma":[0.9974847,0.0004896749,0.001244741,0.0000535603,0.0001882847,0.0005390823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004062155,0.000006597582,0.9987829,0.000005639843,0.000005452776,0.0005466665,0.0000265153,0.00001052874,0.0001467535,0.000003746663,0.00002803067,0.0003964833],"study_design_scores_gemma":[0.000005082117,0.0001039025,0.995779,0.00001561119,0.00001394558,0.00355972,0.0002186217,0.00009110153,0.0001313912,0.00001075168,0.00006746798,0.000003437205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993369,0.0002871747,0.00003434676,0.00003871271,0.000004684777,0.000003960547,0.00005899478,0.000002243707,0.0002329351],"genre_scores_gemma":[0.9997287,0.0000968474,0.00003429986,0.00001071591,0.00001264884,0.000001999345,0.00009111656,5.318371e-7,0.00002310591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00155393,"threshold_uncertainty_score":0.005198419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500327894257823,"score_gpt":0.2125791220904799,"score_spread":0.1975758431479016,"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."}}