{"id":"W3014060887","doi":"10.1161/circoutcomes.119.006146","title":"Appropriateness of Transcatheter Aortic Valve Replacement","year":2020,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Valve replacement; Stenosis; Bicuspid aortic valve; Aortic valve stenosis; Life expectancy; Cardiology; Aortic valve; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003202019,0.0001382848,0.0006899582,0.00003337771,0.00004356259,0.00001123305,0.0000289141,0.00006056245,0.00002709991],"category_scores_gemma":[0.00009143908,0.0001136992,0.004901846,0.0001109193,0.00004612296,0.00005561314,0.00001787316,0.00005331043,0.000006755542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002496323,"about_ca_system_score_gemma":0.00003184156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004543325,"about_ca_topic_score_gemma":1.115765e-7,"domain_scores_codex":[0.9986557,0.0001232757,0.0003645782,0.000299241,0.0004350241,0.0001221275],"domain_scores_gemma":[0.9992715,0.00003826608,0.0000715335,0.000357327,0.00009092615,0.0001704331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001106783,0.00008103036,0.9798537,0.0004885102,0.01032784,9.123762e-7,0.0005032568,0.000177199,0.0001010093,0.0002866902,0.000003081505,0.008066107],"study_design_scores_gemma":[0.002499293,0.00004659159,0.9932436,0.00002000477,0.003390387,0.000003034191,0.0001630277,0.0001075893,0.0001368592,0.00009245435,0.0001818866,0.0001152844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899003,0.003301994,0.005377478,0.0005806773,0.00006623297,0.0004988966,0.00002446282,0.00004147864,0.0002085061],"genre_scores_gemma":[0.9991195,0.00008687963,0.0001055154,0.0005422583,0.00004652598,0.00001991365,0.0000581037,0.0000143988,0.000006895721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0133899,"threshold_uncertainty_score":0.4943643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06085780558118308,"score_gpt":0.3487482066387119,"score_spread":0.2878904010575288,"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."}}