{"id":"W2963806248","doi":"10.1053/j.semtcvs.2019.07.003","title":"Sutureless and Transcatheter Aortic Valve Replacement: When Rivals Become Allies","year":2019,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Aortic valve replacement; Valve replacement; Atrial fibrillation; Surgery; Prosthesis; Cardiology; Aortic valve; Context (archaeology); Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009095063,0.0002760514,0.001032129,0.0001872476,0.00005283855,0.00003907392,0.00004095176,0.0001334068,0.00007817474],"category_scores_gemma":[0.00003783845,0.0002383184,0.003435309,0.0001408886,0.00008386755,0.0001144249,0.00005060649,0.0001527071,0.00002050162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004327165,"about_ca_system_score_gemma":0.00004520145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005297356,"about_ca_topic_score_gemma":0.000001048162,"domain_scores_codex":[0.9981599,0.0001531222,0.0003198292,0.0005722054,0.0004290825,0.0003658753],"domain_scores_gemma":[0.9989036,0.0001744335,0.00004817915,0.0006380696,0.00004199331,0.0001936641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002850773,0.00009951461,0.8925861,0.0004749823,0.004952213,0.00004024216,0.0005551027,0.000006071622,0.00002169764,0.00001122093,0.0001589323,0.1008088],"study_design_scores_gemma":[0.001500474,0.0001335536,0.9854271,0.001167592,0.003828113,0.0002364234,0.001284273,0.00003794095,0.0002450475,0.0003285935,0.005299751,0.0005111524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8689055,0.1296017,0.00002839165,0.00006449398,0.000219214,0.0005048788,0.00001944572,0.00003378296,0.0006225812],"genre_scores_gemma":[0.9831944,0.0159759,0.0000729135,0.0001314936,0.00007009703,0.0000615194,0.00006306817,0.00004147567,0.0003891085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1142889,"threshold_uncertainty_score":0.9718341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209087706921012,"score_gpt":0.2870247058455703,"score_spread":0.2749338287763601,"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."}}