{"id":"W4408140403","doi":"10.1093/eurheartj/ehaf116","title":"Mixed valvular heart disease: diagnosis and management","year":2025,"lang":"en","type":"review","venue":"European Heart Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; valvular heart disease; Disease management; Disease; Cardiology; Intensive care medicine; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005147645,0.000308237,0.0005605694,0.0009949446,0.0004918604,0.0006965901,0.0004434615,0.0005833983,0.001620796],"category_scores_gemma":[0.00157306,0.00009627853,0.0002221599,0.0004337115,0.0002526741,0.0006390139,0.0006275256,0.001285866,0.0004974742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003479865,"about_ca_system_score_gemma":0.0007267621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006139907,"about_ca_topic_score_gemma":0.0007355399,"domain_scores_codex":[0.9997136,0.00007257155,0.00005062881,0.00003575377,0.00008728241,0.00004018482],"domain_scores_gemma":[0.9996456,0.00006447391,0.00009009081,0.0000109212,0.00007313939,0.0001157238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002736139,0.000448388,0.1310965,0.001893003,0.0001480482,0.01913298,0.0005354311,0.0007919442,0.002824681,0.005650994,0.04166534,0.7955391],"study_design_scores_gemma":[0.0002111405,0.0008993542,0.3436748,0.01663257,0.0004308222,0.3701544,0.003440228,0.006338537,0.001939403,0.04185608,0.214234,0.0001887119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.169749,0.7106022,0.02605243,0.04716729,0.002618076,0.0003879745,0.0007915973,0.0002682087,0.04236325],"genre_scores_gemma":[0.7166956,0.2434649,0.01932858,0.005749492,0.008750562,0.0002600315,0.001644989,0.00005152951,0.004054368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001620796,"threshold_uncertainty_score":0.005422115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.069601741356273,"score_gpt":0.3983464128798497,"score_spread":0.3287446715235767,"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."}}