{"id":"W2976026593","doi":"10.12688/f1000research.16066.1","title":"Recent advances in understanding and managing mitral valve disease","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"Heart and Stroke Foundation of Canada","keywords":"Mitral valve; Mitral regurgitation; Medicine; Cardiology; Internal medicine; Mitral valve repair; Disease; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002928561,0.0006209997,0.0008099399,0.001684449,0.0002988546,0.001941507,0.0007707935,0.001570219,0.005757162],"category_scores_gemma":[0.01063424,0.0002115011,0.0006364202,0.001247713,0.001091976,0.002462226,0.001303651,0.002778805,0.002346805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136717,"about_ca_system_score_gemma":0.002254065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395373,"about_ca_topic_score_gemma":0.00203617,"domain_scores_codex":[0.9987305,0.0003973689,0.0002068399,0.0001735047,0.0004157767,0.00007605334],"domain_scores_gemma":[0.9937319,0.003833688,0.0005571595,0.0001937295,0.001359902,0.0003235968],"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":[0.00009048229,0.00007376046,0.0008447316,0.01367506,0.00009967405,0.0002940993,0.0004346684,0.0004622258,0.0006499243,0.008336716,0.05780974,0.9172288],"study_design_scores_gemma":[0.00002460012,0.00008272998,0.001606136,0.01119101,0.0001055236,0.001290704,0.0003116881,0.0001925538,0.0003581983,0.01007492,0.9747316,0.00003026285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004993029,0.9761288,0.001301824,0.01504631,0.00199199,0.0000100498,0.00006275874,0.00004068194,0.004918322],"genre_scores_gemma":[0.003255947,0.9878675,0.001970731,0.002366743,0.003636113,0.00001396254,0.00009618457,0.00001292482,0.0007798849],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005757162,"threshold_uncertainty_score":0.01925957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07668482283998714,"score_gpt":0.4321348561878556,"score_spread":0.3554500333478685,"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."}}