{"id":"W4212824682","doi":"10.1111/jocs.16325","title":"Valve deterioration: A victim of construct over time?","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Heart failure; Heart valve; Aortic valve replacement; Aortic valve; Incidence (geometry); Heart valve replacement; Cardiology; Internal medicine; Surgery; Valve replacement; Stenosis","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":[0.001969316,0.0001979655,0.0005351311,0.001178,0.002539045,0.002368702,0.0005659485,0.001980279,0.006535499],"category_scores_gemma":[0.01444891,0.0001991267,0.0004000074,0.0009670297,0.001702854,0.002822382,0.001684358,0.002989122,0.0008725122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005866541,"about_ca_system_score_gemma":0.0006521418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167341,"about_ca_topic_score_gemma":0.001858899,"domain_scores_codex":[0.9989145,0.0002523341,0.0001010296,0.0001767026,0.0002629024,0.0002925647],"domain_scores_gemma":[0.9947144,0.0008858421,0.001820842,0.0005083191,0.0007632396,0.001307297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005321703,0.0002932691,0.8043373,0.0002482712,0.0002024262,0.02990524,0.01609114,0.0001052282,0.001186388,0.01088035,0.01559309,0.1206252],"study_design_scores_gemma":[0.00005210703,0.0008568672,0.7039648,0.001188557,0.0002806952,0.137898,0.0493664,0.0009032708,0.001093857,0.02142634,0.0827655,0.0002036331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8919149,0.01537459,0.001947567,0.06366808,0.002226311,0.00004127869,0.0002440289,0.00008564488,0.02449765],"genre_scores_gemma":[0.9901053,0.002886384,0.0003752117,0.003728637,0.0009521494,0.000007347098,0.00009927913,0.00001690871,0.001828754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006535499,"threshold_uncertainty_score":0.0218634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058067664028974,"score_gpt":0.2935327592535298,"score_spread":0.2829520826132401,"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."}}