{"id":"W3197520426","doi":"10.1002/ejhf.2339","title":"Integration of imaging and circulating biomarkers in heart failure: a consensus document by the Biomarkers and Imaging Study Groups of the Heart Failure Association of the European Society of Cardiology","year":2021,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Heart failure; Risk stratification; Intensive care medicine; Cardiac imaging; Internal medicine; Audience measurement; Cardiology; Consensus conference","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":[0.004839154,0.0002456848,0.0007108339,0.0001209473,0.0001473539,0.00003506236,0.0001595498,0.00003496911,0.000009869285],"category_scores_gemma":[0.0003883815,0.0001436588,0.0003958899,0.0005097967,0.0003257894,0.0001161736,0.0002525558,0.0004228664,6.030332e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313919,"about_ca_system_score_gemma":0.0001319789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008408566,"about_ca_topic_score_gemma":0.00006842372,"domain_scores_codex":[0.9944332,0.003268766,0.001167289,0.0002745419,0.0005876645,0.0002685321],"domain_scores_gemma":[0.9978639,0.0003352598,0.000887828,0.0004175097,0.0004166797,0.0000788148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007381177,0.0001262337,0.7081875,0.0001405297,0.0008862015,0.0000247613,0.002520993,0.00003617374,0.1899091,0.00001195263,0.09717338,0.0009093547],"study_design_scores_gemma":[0.007365094,0.0004943622,0.8889809,0.001591789,0.001039326,0.0009679895,0.04792817,0.0002360904,0.01004209,0.00003436686,0.04105693,0.0002629417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8954427,0.000955552,0.00008802526,0.1025317,0.0001349941,0.0007029991,0.00001280238,0.000007626384,0.0001236265],"genre_scores_gemma":[0.9942814,0.00002881805,0.005288139,0.0002580122,0.00007346405,0.000001875878,0.00000418021,0.00003327359,0.00003088421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1807934,"threshold_uncertainty_score":0.5858235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009517424356265096,"score_gpt":0.2430243300106149,"score_spread":0.2335069056543498,"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."}}