{"id":"W2100143401","doi":"10.1053/j.semtcvs.2010.09.008","title":"Interventional Valve Surgery: Building a Team and Working Together","year":2010,"lang":"en","type":"review","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Medicine; Stenosis; Aortic valve stenosis; Aortic valve replacement; Valve replacement; Modalities; Cardiac surgery; Aortic valve; Cardiology; Internal medicine; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002556182,0.0006358893,0.004243403,0.0006920964,0.0001047717,0.00008607856,0.00006784806,0.0005696123,0.00003487313],"category_scores_gemma":[0.0003153762,0.0005402462,0.01641369,0.0004752999,0.0001603246,0.00008085305,0.0001778154,0.0007204811,0.00000843451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060884,"about_ca_system_score_gemma":0.0002913145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003244372,"about_ca_topic_score_gemma":0.000001094548,"domain_scores_codex":[0.9968153,0.0004315336,0.0007822991,0.0009098443,0.0005603073,0.0005007724],"domain_scores_gemma":[0.9977616,0.0009343473,0.0002146094,0.0007322429,0.00005607444,0.0003011167],"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":[0.00003006847,0.0001059608,0.02898405,0.008112006,0.00745199,0.0003519509,0.00002484858,1.588407e-7,6.936057e-8,0.0000108656,0.0003258593,0.9546022],"study_design_scores_gemma":[0.0001854198,0.00001713848,0.00436227,0.06456416,0.01553517,0.001232234,0.00005862468,0.000001335096,7.843125e-7,0.0000532885,0.9134092,0.0005803655],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01136498,0.9866716,0.00002814837,0.000006105652,0.0007329108,0.0006729691,0.00004206963,0.0000500856,0.0004311615],"genre_scores_gemma":[0.008624426,0.9900656,0.0001663556,0.00002101531,0.0004068576,0.00022074,0.0002434947,0.0001214207,0.000130081],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9540218,"threshold_uncertainty_score":0.9997049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04100730575623526,"score_gpt":0.3679369038154379,"score_spread":0.3269295980592026,"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."}}