{"id":"W4316591643","doi":"10.1016/j.xjon.2022.12.011","title":"Extracorporeal membrane oxygenation and microaxial left ventricular assist device in cardiogenic shock: Choosing the right mechanical circulatory support to improve outcomes","year":2023,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Libin Cardiovascular Institute of Alberta; Montreal Heart Institute","funders":"","keywords":"Impella; Cardiogenic shock; Extracorporeal membrane oxygenation; Medicine; Cardiology; Internal medicine; Organ dysfunction; Circulatory system; Retrospective cohort study; Shock (circulatory); Myocardial infarction; Sepsis","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":[0.001464675,0.0003174917,0.0005530942,0.0002226535,0.000158847,0.0002615513,0.0007659021,0.0002056444,0.0002020418],"category_scores_gemma":[0.0001105251,0.00025754,0.0001539154,0.0005671551,0.0000257997,0.0003832884,0.0004256534,0.0003414623,0.0002295952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002136778,"about_ca_system_score_gemma":0.00007593864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001239869,"about_ca_topic_score_gemma":0.000382985,"domain_scores_codex":[0.9976468,0.0001166958,0.0006369925,0.0005768289,0.0004558939,0.0005668076],"domain_scores_gemma":[0.9988579,0.0001635339,0.00007837002,0.0005899144,0.00005033955,0.0002599918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002055916,0.0003951016,0.3738267,0.001407224,0.002428338,0.003731274,0.002671147,0.02011873,0.5451172,0.01030279,0.009652538,0.03014333],"study_design_scores_gemma":[0.002378316,0.00009461032,0.898546,0.0001086027,0.0002872726,0.0002196574,0.0003247777,0.02546398,0.0431741,0.001412587,0.02655997,0.001430165],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947425,0.0001297294,0.0003735603,0.0005858871,0.0008619449,0.001620459,0.00005848746,0.0002877958,0.001339672],"genre_scores_gemma":[0.9988512,0.000007133449,0.0001967346,0.0003973256,0.000121761,0.0001198185,0.00006893381,0.00007548742,0.0001615998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5247192,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726149640359831,"score_gpt":0.259422201525646,"score_spread":0.2421607051220477,"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."}}