{"id":"W4206757719","doi":"10.1093/eurheartj/ehab885","title":"The year in cardiovascular medicine 2021: valvular heart disease","year":2021,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Disease; valvular heart disease; Cardiology; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002877861,0.0006363579,0.0009009989,0.002614364,0.001568704,0.00620601,0.0006672865,0.005221109,0.03560259],"category_scores_gemma":[0.008543067,0.000250208,0.0008278235,0.002734869,0.0008123194,0.003674691,0.002599242,0.00838824,0.01203117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001976177,"about_ca_system_score_gemma":0.005338598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005758791,"about_ca_topic_score_gemma":0.01474417,"domain_scores_codex":[0.9977031,0.0004210039,0.0002677251,0.0001462449,0.0008368791,0.0006250427],"domain_scores_gemma":[0.9918736,0.0009025827,0.001197836,0.0001438073,0.0015036,0.004378584],"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":[0.0001294137,0.00005992666,0.004049992,0.0004820556,0.00003190862,0.0002117798,0.00008449046,0.00007669657,0.0001450407,0.004662175,0.9302511,0.05981541],"study_design_scores_gemma":[0.00004145388,0.0001082331,0.02027117,0.001047194,0.00003591998,0.0005970093,0.0005808459,0.00007846311,0.00006838657,0.001747061,0.9753847,0.0000395432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.006022881,0.08657933,0.0005346013,0.459769,0.3878676,0.00004221266,0.007027042,0.000163022,0.05199438],"genre_scores_gemma":[0.09994897,0.1452444,0.001368735,0.3547265,0.2805624,0.0001896985,0.01555143,0.0003380816,0.1020698],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03560259,"threshold_uncertainty_score":0.1191025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0251925436539461,"score_gpt":0.327881476660869,"score_spread":0.302688933006923,"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."}}