{"id":"W4407393508","doi":"10.1093/ehjacc/zuaf024","title":"Resource utilization associated with extracorporeal membrane oxygenation vs. microaxial flow pump for infarct-related cardiogenic shock","year":2025,"lang":"en","type":"review","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":"","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Cardiogenic shock; Emergency medicine; Confounding; Observational study; Cochrane Library; Intensive care unit; Retrospective cohort study; Intensive care medicine; Internal medicine; Myocardial infarction; Meta-analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002196759,0.001107965,0.003512464,0.0006840848,0.0004358279,0.0003404161,0.0007493427,0.0006078453,0.00004300315],"category_scores_gemma":[0.0003288699,0.0009787136,0.006176451,0.001142437,0.00005630577,0.0002719465,0.0001292321,0.001557358,0.00005065152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008892468,"about_ca_system_score_gemma":0.0003972607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001316441,"about_ca_topic_score_gemma":0.000002137225,"domain_scores_codex":[0.9936346,0.001755346,0.001695816,0.0008982017,0.001170876,0.0008451078],"domain_scores_gemma":[0.997027,0.0002868573,0.0004024529,0.001111406,0.0007402148,0.0004320844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007336319,0.00005391445,0.00003155715,0.02860607,0.07479085,0.002106997,0.0006603489,0.05391323,0.00001796937,0.00001217021,0.009374892,0.8303586],"study_design_scores_gemma":[0.001195683,0.0001094653,0.00006258157,0.009247562,0.01642339,0.001920674,0.00005706459,0.0006070195,0.00002240658,0.000002731091,0.9693334,0.001018098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009909579,0.9878277,0.005657529,0.00001006343,0.001218699,0.002111627,0.0006103699,0.0005309502,0.001933961],"genre_scores_gemma":[0.001936181,0.9901938,0.0005190956,0.00007448443,0.001079025,0.0001077035,0.005194291,0.0006718858,0.0002235677],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9599584,"threshold_uncertainty_score":0.9992663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03642848264160175,"score_gpt":0.262515951487902,"score_spread":0.2260874688463003,"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."}}