{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004015312,0.0001766089,0.0003273108,0.00004151808,0.000136587,0.0000269849,0.00006876382,0.0001743517,0.0000548368],"category_scores_gemma":[0.0002007096,0.0001050694,0.0001242772,0.0004505095,0.0000508048,0.00006350648,0.00004527361,0.0005560212,0.00003612901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008480551,"about_ca_system_score_gemma":0.0001958363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002824456,"about_ca_topic_score_gemma":0.003830221,"domain_scores_codex":[0.9979774,0.0003597383,0.000371356,0.0004759043,0.0005573408,0.0002582682],"domain_scores_gemma":[0.9988426,0.0001033869,0.00006881484,0.0006927676,0.0001730504,0.0001194102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000397307,0.0003911207,0.9840121,0.000005552832,0.0005513825,0.0000850229,0.001124249,0.00004723653,0.00007258073,2.246313e-7,0.01283184,0.0004814194],"study_design_scores_gemma":[0.006710702,0.0005676835,0.9792237,0.000105665,0.0004561835,0.000009229557,0.002681683,0.00004415942,0.0001438446,0.000005345813,0.009941311,0.000110459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960654,0.0002385521,0.000003698605,0.00172362,0.0002614038,0.0008740596,0.0003982412,0.00005570961,0.0003792839],"genre_scores_gemma":[0.9988791,0.00001312376,0.0001494659,0.0001147252,0.0001648355,0.00002087407,0.0004136146,0.00002058957,0.0002237069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006313395,"threshold_uncertainty_score":0.4284606,"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."}}