{"id":"W2989614835","doi":"10.1161/circheartfailure.119.006486","title":"Optimal Strategy and Timing of Left Ventricular Venting During Veno-Arterial Extracorporeal Life Support for Adults in Cardiogenic Shock","year":2019,"lang":"en","type":"review","venue":"Circulation Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Toronto East General Hospital; Toronto General Hospital","funders":"","keywords":"Cardiogenic shock; Medicine; Extracorporeal; Cardiology; Internal medicine; Life support; Extracorporeal membrane oxygenation; Extracorporeal circulation; Shock (circulatory); Intensive care medicine; Myocardial infarction","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":[0.000391163,0.0004784357,0.001806685,0.0003626432,0.00006018639,0.00005764415,0.0001748396,0.000571597,0.000129763],"category_scores_gemma":[0.0000631786,0.0005360725,0.0005808244,0.0002482467,0.00002401593,0.000244202,0.00005000187,0.0003662049,0.00002338436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001415219,"about_ca_system_score_gemma":0.0001868604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007303797,"about_ca_topic_score_gemma":0.00000665798,"domain_scores_codex":[0.9972225,0.0000883914,0.001308467,0.0005797677,0.0003122126,0.0004886168],"domain_scores_gemma":[0.9988921,0.0001276209,0.0003133082,0.0004132326,0.00007271876,0.0001809751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001612227,0.000295475,0.01319706,0.6011408,0.002890584,0.0003609176,0.001083645,0.2266581,0.001422766,0.0003617003,0.0007908188,0.1516369],"study_design_scores_gemma":[0.006638763,0.000306697,0.01402587,0.03876529,0.004095919,0.001645534,0.0004230263,0.09577616,0.0002355747,0.00006221557,0.8331074,0.004917547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1146129,0.8804408,0.0005933196,0.000005394488,0.0007486416,0.003151678,0.0002156182,0.0001802632,0.00005142298],"genre_scores_gemma":[0.9236502,0.07224696,0.00126836,0.000006874043,0.0008954171,0.0002420377,0.001323191,0.0003465711,0.00002040494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8323166,"threshold_uncertainty_score":0.9997091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03391464073748955,"score_gpt":0.2713475665343659,"score_spread":0.2374329257968764,"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."}}