{"id":"W2528171448","doi":"10.24170/9-2-1850","title":"Patient selection for transcatheter aortic valve implantation (TAVI) in South Africa","year":2012,"lang":"en","type":"article","venue":"The Egyptian Heart Journal","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Selection (genetic algorithm); Aortic valve replacement; Ventricular function; Aortic valve; Intensive care medicine; Surgery; Cardiology","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":[0.0002120585,0.00009652194,0.00015719,0.00008187654,0.0001364744,0.00002298552,0.00002116913,0.00003564116,0.00007142991],"category_scores_gemma":[0.00001825698,0.00006123761,0.0009022491,0.00009781529,0.00001406807,0.00009273376,0.000004067232,0.0001460891,0.00003538311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021196,"about_ca_system_score_gemma":0.00004558431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006069913,"about_ca_topic_score_gemma":9.248795e-7,"domain_scores_codex":[0.9991615,0.00006301291,0.000205891,0.00007921625,0.0001735674,0.0003167426],"domain_scores_gemma":[0.99959,0.00004272382,0.00005886158,0.00008427649,0.00005056737,0.000173579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007858425,0.0005591061,0.9688829,0.00003706049,0.0006487504,0.000001183941,0.01893616,0.00003554501,0.0008196662,0.00002325569,0.0008270012,0.008443481],"study_design_scores_gemma":[0.001945172,0.0004826832,0.9932045,0.0000607441,0.0008677154,0.0003977904,0.0008710987,0.0001008702,0.0003106784,0.0001646311,0.001497336,0.000096833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976582,0.0007641727,0.0003278941,0.0003408234,0.0002897989,0.0004487701,0.00001579295,0.00001240524,0.0001421522],"genre_scores_gemma":[0.999046,0.00001488842,0.0002182591,0.0002315739,0.0003822542,0.00003865648,0.000009966288,0.00001722269,0.000041173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0243215,"threshold_uncertainty_score":0.2497197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02717343904742399,"score_gpt":0.3313287732108667,"score_spread":0.3041553341634427,"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."}}