{"id":"W4401421910","doi":"10.1016/j.cjco.2024.07.017","title":"Need for Support: Facilitating Early Transfer of Cardiogenic Shock Patients to Advanced Heart Failure Centres","year":2024,"lang":"en","type":"article","venue":"CJC Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center; University of Toronto; Ted Rogers Centre for Heart Research; University Health Network","funders":"Heart and Stroke Foundation of Canada","keywords":"Cardiogenic shock; Heart failure; Medicine; Shock (circulatory); Cardiology; Internal medicine; Intensive care medicine; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000989585,0.0003684098,0.0002476804,0.001068667,0.0008827586,0.001731421,0.0007762956,0.000591721,0.004515911],"category_scores_gemma":[0.01187403,0.000146035,0.0003684129,0.0005406307,0.0002626482,0.001226472,0.001887388,0.001070082,0.0004657284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007011323,"about_ca_system_score_gemma":0.002330303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941112,"about_ca_topic_score_gemma":0.003090463,"domain_scores_codex":[0.9992077,0.0003095166,0.0001041672,0.00006979691,0.0001237965,0.0001850448],"domain_scores_gemma":[0.9949098,0.001083473,0.00162599,0.00007542961,0.0004450905,0.001860116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004027589,0.00078942,0.8846859,0.0003987175,0.00006147532,0.002300863,0.001775893,0.0005332677,0.0006718845,0.0002397182,0.008066891,0.1000732],"study_design_scores_gemma":[0.0001565178,0.001149118,0.9766505,0.001060398,0.00011186,0.00302452,0.008299988,0.002525555,0.0005348166,0.0007978264,0.005624162,0.00006475136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9851045,0.001760087,0.001236155,0.005337064,0.0002638746,0.0004465682,0.0002087145,0.00008258468,0.005560492],"genre_scores_gemma":[0.9963669,0.0008004268,0.00169377,0.0003449963,0.0002232589,0.0001131653,0.0001835935,0.000006223646,0.0002675751],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004515911,"threshold_uncertainty_score":0.01510727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260156741487628,"score_gpt":0.2509151892795818,"score_spread":0.2383136218647056,"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."}}