{"id":"W3126391114","doi":"10.1002/ehf2.13224","title":"Mortality Risk Prediction in Elderly Patients with Cardiogenic Shock: Results from the CardShock Study","year":2021,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Suomen Kardiologinen Seura; Aarne Koskelon Säätiö","keywords":"Cardiogenic shock; Medicine; Heart failure; Internal medicine; Cardiology; Shock (circulatory); 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":[0.001398106,0.0003951985,0.0004343747,0.0005119177,0.000192294,0.0005615191,0.0002351219,0.0002643104,0.0004896283],"category_scores_gemma":[0.002660111,0.0001223159,0.0004028729,0.000504222,0.0001449109,0.0002941859,0.0005104834,0.0003107302,0.0001528524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002109219,"about_ca_system_score_gemma":0.0002191934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626625,"about_ca_topic_score_gemma":0.002596747,"domain_scores_codex":[0.9995497,0.0001621207,0.00006320851,0.00009062426,0.00009561948,0.00003882783],"domain_scores_gemma":[0.9987605,0.0002545855,0.0004706245,0.0001307959,0.0001879016,0.0001956045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008010868,0.00003831546,0.9961818,0.00001890329,0.0001113591,0.00002916724,0.000041207,0.00009288418,0.00008675495,0.000007115001,0.0001376802,0.002453785],"study_design_scores_gemma":[0.0000729617,0.0002711352,0.9987513,0.00001361346,0.00008633864,0.00008757893,0.00007012517,0.0003690644,0.00006119495,0.00001144497,0.0001996619,0.000005623402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998879,0.0002827924,0.00009343503,0.00002749577,0.000009223,0.00001480318,0.0005196477,0.00000282708,0.0001707864],"genre_scores_gemma":[0.9987342,0.000125438,0.000136281,0.00002882741,0.00001967504,0.00001173347,0.0008693879,0.000001213986,0.00007331932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002626625,"threshold_uncertainty_score":0.007393956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00832068922713537,"score_gpt":0.2308506482866668,"score_spread":0.2225299590595314,"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."}}