{"id":"W4386241605","doi":"10.1093/ehjacc/zuad099","title":"The extracorporeal life support in patients with acute myocardial infarction complicated by cardiogenic shock (ECLS-shock) trial in perspective","year":2023,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cardiogenic shock; Medicine; Myocardial infarction; Extracorporeal; Internal medicine; Life support; Cardiology; Intensive care medicine","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":[0.001763334,0.0004940812,0.0009542416,0.0003685915,0.0003182652,0.0002390624,0.0005273597,0.0001433224,0.0000204171],"category_scores_gemma":[0.00008917011,0.0003938962,0.001281182,0.001215004,0.00008290366,0.0004224843,0.0001408743,0.001279759,0.0001955863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006824285,"about_ca_system_score_gemma":0.0001469815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002324753,"about_ca_topic_score_gemma":0.00001228833,"domain_scores_codex":[0.9952715,0.001004524,0.0009153878,0.0006072279,0.001313123,0.0008882588],"domain_scores_gemma":[0.9981177,0.00008947524,0.0001138693,0.0008399573,0.0003931324,0.0004458307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02725424,0.0005590078,0.4557716,0.000313223,0.09398932,0.01757975,0.01351556,0.251441,0.001187068,0.0001543703,0.1146622,0.02357265],"study_design_scores_gemma":[0.0596009,0.001299457,0.8007638,0.0001445205,0.002106607,0.000889487,0.003182851,0.0008803574,0.0000997705,0.00005624802,0.1291492,0.001826723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911103,0.002810353,0.000262719,0.0001239966,0.001595083,0.001453491,0.0001994522,0.0003899545,0.002054656],"genre_scores_gemma":[0.9983011,0.0004490737,0.00003422061,0.0001098772,0.0005947838,0.00004997827,0.0002467,0.0001947296,0.00001952488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3449922,"threshold_uncertainty_score":0.9998513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422619740689957,"score_gpt":0.2265548347664112,"score_spread":0.2123286373595117,"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."}}