{"id":"W4412424938","doi":"10.1053/j.semtcvs.2025.03.016","title":"Extracorporeal Membrane Oxygenation for Cardiogenic Shock—Who Should Cannulate?","year":2025,"lang":"en","type":"editorial","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Cardiogenic shock; Cardiology; Internal 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004329058,0.0008068673,0.00252439,0.0007338818,0.0001170983,0.0001129833,0.000357542,0.002021166,0.0000214708],"category_scores_gemma":[0.000764613,0.0008988475,0.002304282,0.0006289376,0.00007237227,0.0002182021,0.0001068359,0.001042431,0.00000419666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969122,"about_ca_system_score_gemma":0.0003809428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006632141,"about_ca_topic_score_gemma":0.00004987446,"domain_scores_codex":[0.9954606,0.0002610318,0.001063048,0.001102606,0.001299612,0.0008131291],"domain_scores_gemma":[0.9964495,0.001799945,0.0001220051,0.001161459,0.0002395092,0.0002275383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008188116,0.00002231479,0.0005753051,0.005912511,0.003908354,0.0003273812,0.00009181954,0.007548075,0.00003384892,0.00001944949,0.8059892,0.1754899],"study_design_scores_gemma":[0.000330777,0.00001694047,0.0001570959,0.00172401,0.001700829,0.00002892944,0.0001153754,0.002923799,0.0007973189,0.000254953,0.9906508,0.001299159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.007224981,0.2523443,0.006125197,0.00001662892,0.728667,0.001752354,0.001094483,0.0005981408,0.002176922],"genre_scores_gemma":[0.1809827,0.07701309,0.001058886,0.00009727012,0.724883,0.003076784,0.008775685,0.00117066,0.00294194],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1846616,"threshold_uncertainty_score":0.9993462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617145318979548,"score_gpt":0.2567002550090253,"score_spread":0.2405288018192298,"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."}}