{"id":"W4205457365","doi":"10.22541/au.164182185.54345370/v1","title":"Less invasive treatments for pure aortic insufficiency: Are we there yet?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Stenosis; Cardiology; Valve replacement; Gold standard (test); Internal medicine; Aortic valve; Aortic valve replacement; Heart valve; Surgery","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":[0.005185183,0.0005149547,0.001681836,0.0007468385,0.0009140457,0.004063604,0.001090557,0.00479249,0.009990001],"category_scores_gemma":[0.01987896,0.0002105373,0.0007988494,0.0008175526,0.002814241,0.00840561,0.001343086,0.009669833,0.00374414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008403147,"about_ca_system_score_gemma":0.002360044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007848839,"about_ca_topic_score_gemma":0.00230639,"domain_scores_codex":[0.9981086,0.0008486065,0.0002365468,0.0002191892,0.0004922199,0.00009480592],"domain_scores_gemma":[0.9833303,0.01301431,0.0006954678,0.0004198822,0.002034196,0.000505835],"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":[0.0004908816,0.0001059545,0.0004104141,0.01171651,0.0002169212,0.0005098289,0.000512989,0.0001751613,0.0006621428,0.06346602,0.3243256,0.5974075],"study_design_scores_gemma":[0.00006009353,0.00009198023,0.0003628148,0.007593452,0.000100289,0.0005061485,0.0003981548,0.00005723221,0.0001374367,0.0395659,0.9510922,0.00003423559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0002884234,0.7205279,0.001021954,0.2474952,0.02696461,0.00001249849,0.00008427623,0.0000334512,0.003571671],"genre_scores_gemma":[0.004599178,0.7797258,0.001663898,0.1231622,0.08640251,0.00004251327,0.0001314777,0.00007547327,0.004196998],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.009990001,"threshold_uncertainty_score":0.03341991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05492622982904605,"score_gpt":0.3715517270678905,"score_spread":0.3166254972388445,"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."}}