{"id":"W2905357129","doi":"10.21037/jtd.2018.12.27","title":"Transcatheter, sutureless and conventional aortic-valve replacement: a network meta-analysis of 16,432 patients","year":2019,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Aortic valve replacement; Internal medicine; Cardiology; Meta-analysis; Aortic valve; Surgery; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003082479,0.0001851333,0.001207799,0.0002417482,0.00003434054,0.00002155479,0.00007423716,0.0000414185,0.001037504],"category_scores_gemma":[0.00004532971,0.0001294613,0.009812578,0.0003428571,0.00004355404,0.0001268638,0.00002547752,0.0001045575,0.000006236666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005456239,"about_ca_system_score_gemma":0.0001045949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005683746,"about_ca_topic_score_gemma":5.013356e-7,"domain_scores_codex":[0.9981422,0.0001169617,0.0006546435,0.000207766,0.0006891626,0.0001892884],"domain_scores_gemma":[0.9981375,0.00007713953,0.0006011232,0.0003078806,0.0003709665,0.0005054065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003079055,0.00110258,0.7250255,0.0002423977,0.2693948,0.000006999657,0.00004002986,0.0001986011,0.000003309854,0.00005465426,0.0002495467,0.0006026144],"study_design_scores_gemma":[0.001159568,0.0002663717,0.560196,0.00004985407,0.4379426,0.000002040115,0.00003311705,0.00007102671,0.000006600948,0.0001056061,0.00009269299,0.00007444218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882556,0.01052524,0.0001057877,0.0001444086,0.0001772355,0.0003486512,0.0002842711,0.000005101595,0.0001536939],"genre_scores_gemma":[0.9990093,0.000166887,0.000116571,0.0002050315,0.00006829878,0.000008104859,0.0001247501,0.00001708395,0.0002839992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1685479,"threshold_uncertainty_score":0.9998757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821376041071225,"score_gpt":0.3648145034661349,"score_spread":0.3366007430554226,"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."}}