{"id":"W4415271226","doi":"10.1007/s10741-025-10568-1","title":"Special topics: heart failure–related cardiogenic shock, valvular heart disease and end-stage renal disease. Part 4 of the International Expert Opinion Series on Acute Heart Failure Management","year":2025,"lang":"en","type":"review","venue":"Heart Failure Reviews","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Cardiogenic shock; Heart failure; valvular heart disease; Expert opinion; Presentation (obstetrics); Management of heart failure; Disease; Disease management; Acute decompensated heart failure","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0005336671,0.001314844,0.004291447,0.0004065053,0.0003305887,0.0001564076,0.0004452931,0.0003712567,0.0009575647],"category_scores_gemma":[0.0002122414,0.0009114704,0.0081177,0.0007102079,0.0002519782,0.0002248778,0.0006329465,0.0007478335,0.0002033875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004297061,"about_ca_system_score_gemma":0.0007352418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002023044,"about_ca_topic_score_gemma":0.0000114298,"domain_scores_codex":[0.9936355,0.0008975015,0.001846763,0.001561762,0.001316915,0.0007415309],"domain_scores_gemma":[0.9961019,0.0001508562,0.0004896325,0.00219482,0.0001749211,0.0008879242],"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":[0.0002915772,0.0005034906,0.003661445,0.02271613,0.005870717,0.00008023158,0.00003906661,0.000002875903,0.000002695327,0.0006641894,0.9322008,0.03396673],"study_design_scores_gemma":[0.001063032,0.0001390626,0.002494619,0.03876299,0.007250628,0.00008081468,0.00002982819,8.494382e-7,0.000002701892,0.00002731971,0.9495308,0.0006173492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003844233,0.9675465,0.000002660528,0.02038339,0.002842848,0.00687784,0.001895006,0.00008999403,0.0003233784],"genre_scores_gemma":[0.00003015879,0.9860981,0.0008426902,0.001435542,0.004169913,0.001340613,0.002273129,0.0001266652,0.0036832],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03334938,"threshold_uncertainty_score":0.9999603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426456790696347,"score_gpt":0.3454402270997967,"score_spread":0.3211756591928332,"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."}}