{"id":"W3188522932","doi":"10.1002/ejhf.2320","title":"Cardiogenic shock centres for optimal care coordination and improving outcomes in cardiogenic shock","year":2021,"lang":"en","type":"letter","venue":"European Journal of Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Cardiogenic shock; Medicine; Shock (circulatory); Heart failure; Cardiology; Internal medicine; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007916937,0.0009875845,0.001097442,0.001398626,0.001951454,0.006760254,0.002485229,0.004842111,0.07186411],"category_scores_gemma":[0.02997229,0.000293951,0.001314089,0.001292631,0.001622897,0.004757881,0.01102945,0.01031886,0.01818089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003795564,"about_ca_system_score_gemma":0.01516537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003805689,"about_ca_topic_score_gemma":0.006113378,"domain_scores_codex":[0.9943802,0.002599333,0.00049455,0.0004289315,0.001382813,0.0007142377],"domain_scores_gemma":[0.9780962,0.004598962,0.002217216,0.001018783,0.005312063,0.008756725],"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":[0.00002608111,0.00004429284,0.0007998035,0.0004514656,0.00003917591,0.00007395362,0.0002146509,0.0001187358,0.00004726144,0.007847117,0.8801429,0.1101946],"study_design_scores_gemma":[0.0001547769,0.0001054765,0.006153109,0.005259027,0.0000481894,0.0003363776,0.0007836416,0.000420438,0.000140567,0.01894395,0.967607,0.00004742945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001515622,0.05753984,0.008241243,0.8338437,0.04234441,0.0002655804,0.001022558,0.0008791061,0.05434787],"genre_scores_gemma":[0.08874974,0.1676478,0.05206368,0.4853282,0.1208832,0.001648508,0.006287633,0.001466142,0.07592523],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07186411,"threshold_uncertainty_score":0.2404094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037956502947378,"score_gpt":0.2087673841092556,"score_spread":0.1983878190797818,"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."}}