{"id":"W4409954054","doi":"10.1016/j.cjca.2025.03.036","title":"Application of the Updated Cardiogenic Shock Working Group SCAI Classification for Cardiogenic Shock: A Single-Centre Analysis","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute; National Institutes of Health; Nora Eccles Treadwell Foundation; National Center for Research Resources; American Heart Association; University of Utah; U.S. Department of Veterans Affairs","keywords":"Cardiogenic shock; Medicine; Shock (circulatory); Internal medicine; Cardiology; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005934486,0.001046685,0.003310447,0.002863439,0.0005423524,0.003354925,0.001557744,0.000942717,0.004106264],"category_scores_gemma":[0.01466678,0.000580381,0.005820754,0.005158064,0.0003454004,0.001696653,0.001822984,0.001780246,0.0008037921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399906,"about_ca_system_score_gemma":0.002175187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057985,"about_ca_topic_score_gemma":0.01107333,"domain_scores_codex":[0.9907311,0.001946606,0.001740204,0.002393726,0.002401116,0.0007874542],"domain_scores_gemma":[0.9879808,0.00281579,0.003567118,0.00137161,0.003752162,0.0005126006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002591104,0.00008013107,0.9593363,0.0006960401,0.009877072,0.0003328053,0.0003341582,0.000963769,0.0004015129,0.0003393343,0.004335333,0.02071242],"study_design_scores_gemma":[0.00018956,0.0003424141,0.9894736,0.0002567826,0.00408109,0.0005752175,0.0004825623,0.001228563,0.00008814671,0.0002229689,0.002998157,0.00006090123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482385,0.01409826,0.0072112,0.0004229312,0.0004115276,0.0005967147,0.02407538,0.000082974,0.004862461],"genre_scores_gemma":[0.9735417,0.002856633,0.002577893,0.0003078454,0.000242624,0.0003667737,0.01891,0.0001281372,0.001068426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01057985,"threshold_uncertainty_score":0.03138494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630827340291562,"score_gpt":0.21319975175144,"score_spread":0.1968914783485244,"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."}}