{"id":"W4391479897","doi":"10.1007/s11897-024-00647-z","title":"Contrast Echocardiography in Heart Failure: Update 2023","year":2024,"lang":"en","type":"review","venue":"Current Heart Failure Reports","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Heart failure; Cardiology; Ultrasound; Internal medicine; Radiology; Cardiac imaging; Cardiac surgery; Vascular surgery; Contrast-enhanced ultrasound; Intensive care medicine","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001450564,0.001059531,0.004615688,0.001036672,0.0001066688,0.0001659912,0.0002388726,0.0009326803,0.0004478335],"category_scores_gemma":[0.0005840125,0.0008387357,0.003162884,0.002913647,0.0002900856,0.0001323052,0.0002062914,0.003540818,0.002271891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003001338,"about_ca_system_score_gemma":0.001194129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002401994,"about_ca_topic_score_gemma":0.00004267555,"domain_scores_codex":[0.992557,0.0002378455,0.003342992,0.00200542,0.0009298735,0.0009268054],"domain_scores_gemma":[0.9957503,0.0005571654,0.0006057984,0.00219266,0.0002169427,0.0006771483],"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":[0.00000556559,0.0004944866,0.003547281,0.0208041,0.0005278272,0.0003659729,0.00001180798,3.617737e-7,0.000003218559,0.0001586103,0.8695281,0.1045526],"study_design_scores_gemma":[0.0002176502,0.00006340609,0.0002077054,0.02784164,0.002950991,0.003165436,0.00000941416,0.000001083468,0.000001023957,0.0005375824,0.964341,0.0006631142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002918838,0.9879823,0.00005447658,0.004720831,0.00250718,0.003906698,0.0002018294,0.0003888647,0.0002086297],"genre_scores_gemma":[0.0002328228,0.9916446,0.002517626,0.0001829441,0.001636723,0.001407684,0.001953603,0.0002164719,0.0002075095],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1038895,"threshold_uncertainty_score":0.9994063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05265219152433459,"score_gpt":0.3978270930316803,"score_spread":0.3451749015073457,"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."}}