{"id":"W4405496235","doi":"10.1093/ehjacc/zuae145","title":"Acute cardiovascular care 2024 in review: acute heart failure","year":2024,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Acute care; Acute decompensated heart failure; Cardiology; Internal medicine; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116771,0.00114666,0.002242942,0.003872127,0.0004631726,0.003367152,0.001007785,0.001959137,0.03009711],"category_scores_gemma":[0.006994463,0.00032139,0.00118147,0.003113149,0.000433182,0.002130392,0.001111442,0.002303574,0.009112621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009516199,"about_ca_system_score_gemma":0.002807833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008232555,"about_ca_topic_score_gemma":0.001331414,"domain_scores_codex":[0.9987588,0.0002646567,0.0003139829,0.0001806722,0.000376205,0.0001056413],"domain_scores_gemma":[0.9955503,0.002006732,0.0007169259,0.00007525722,0.001344869,0.0003059958],"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":[0.0001372176,0.00003017343,0.0002717188,0.07148734,0.0002453252,0.0001711544,0.0001097428,0.00006686638,0.0002411851,0.001454943,0.4956498,0.4301344],"study_design_scores_gemma":[0.00005179466,0.00005247006,0.0009084384,0.04902453,0.0003919051,0.001022763,0.00008590023,0.00002735545,0.00008235561,0.0007449485,0.9475856,0.00002191813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001211663,0.968512,0.0001250323,0.003807528,0.02425526,0.00003806654,0.0002133836,0.0000340902,0.002893329],"genre_scores_gemma":[0.001046126,0.9649556,0.000209619,0.005859361,0.02483553,0.00004937293,0.0004402482,0.00002875836,0.002575391],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03009711,"threshold_uncertainty_score":0.1006848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668622059644605,"score_gpt":0.2770541307549849,"score_spread":0.2603679101585389,"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."}}