{"id":"W3019853805","doi":"10.1002/ejhf.1511","title":"April 2020 at a Glance: Epidemiology, Prevention, and Biomarkers","year":2020,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Cardiogenic shock; Heart failure; Epidemiology; Myocardial infarction; Internal medicine; Incidence (geometry); Cardiology","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":[0.00231626,0.0009450782,0.001058873,0.002575685,0.0007942379,0.005486207,0.001005793,0.003151544,0.1776211],"category_scores_gemma":[0.007921418,0.0003709292,0.0006925806,0.001835315,0.0004460134,0.003597392,0.001962508,0.004034976,0.1231599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059475,"about_ca_system_score_gemma":0.002224131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004299961,"about_ca_topic_score_gemma":0.006094277,"domain_scores_codex":[0.9990385,0.0002202577,0.0001036152,0.0001090586,0.0004225265,0.0001060845],"domain_scores_gemma":[0.9966241,0.0004362895,0.0003342102,0.0001356232,0.001380212,0.001089609],"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":[0.00005076498,0.00003581412,0.001247328,0.0001616241,0.00001353559,0.00003401786,0.00001036426,0.00002521632,0.00004597813,0.0007876695,0.8735133,0.1240743],"study_design_scores_gemma":[0.00003311768,0.00004036455,0.004055482,0.001179214,0.00001977647,0.0001389831,0.00006842336,0.0000977681,0.00003996531,0.002916425,0.991394,0.00001648954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.002468637,0.1424606,0.004265924,0.4874157,0.1122454,0.0003012504,0.03319957,0.002404846,0.2152381],"genre_scores_gemma":[0.02544575,0.2507777,0.01164128,0.1522032,0.1861809,0.0007953009,0.04437509,0.001269455,0.3273114],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1776211,"threshold_uncertainty_score":0.5942017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03251192886816572,"score_gpt":0.2864210113508793,"score_spread":0.2539090824827135,"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."}}