{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006311989,0.0004758541,0.00114757,0.0003654347,0.0000761734,0.0001677497,0.000338225,0.0002728014,0.0000471016],"category_scores_gemma":[0.0001571006,0.0004572158,0.0006697954,0.0001925408,0.00002781828,0.0002418587,0.0000989804,0.001628577,0.00001192869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193665,"about_ca_system_score_gemma":0.0001118487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003565317,"about_ca_topic_score_gemma":0.00001235011,"domain_scores_codex":[0.9971712,0.0004253891,0.0009938309,0.0003805126,0.000496295,0.000532756],"domain_scores_gemma":[0.9987023,0.000170767,0.0002418742,0.0003686752,0.0003557156,0.0001606623],"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":[0.00002497339,0.00001514856,0.01684804,0.00233895,0.001144896,0.004074838,0.0006860592,0.008428562,0.002109031,0.000003508046,0.9618823,0.002443673],"study_design_scores_gemma":[0.001370856,0.0001470113,0.003467757,0.0004065033,0.0004081694,0.0007839829,0.0006062483,0.0006246102,0.0004326569,0.00000316918,0.9910797,0.0006693294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5716697,0.1010896,0.009530287,0.3004298,0.01088739,0.003854829,0.00116939,0.000606128,0.0007629044],"genre_scores_gemma":[0.9708648,0.00005844631,0.01038988,0.01326778,0.004525441,0.00001266404,0.0002305713,0.0004570693,0.0001933008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3991951,"threshold_uncertainty_score":0.999788,"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."}}