{"id":"W2343283146","doi":"10.1161/circoutcomes.115.002541","title":"Vancouver Transcatheter Aortic Valve Replacement Clinical Pathway","year":2016,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Vancouver General Hospital; BC Mental Health & Substance Use Services; University of British Columbia","funders":"","keywords":"Medicine; Valve replacement; Cardiology; Aortic valve replacement; Aortic valve; Internal medicine; Surgery; Stenosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001141923,0.0001993122,0.0007899324,0.00005534335,0.00008739243,0.00001824667,0.00003609985,0.0001201244,0.00008554922],"category_scores_gemma":[0.000214539,0.0001245186,0.008642349,0.00007206114,0.0000925078,0.0001105766,0.00002379322,0.00006916819,0.00004334139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008308583,"about_ca_system_score_gemma":0.00005767157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003257479,"about_ca_topic_score_gemma":0.000002769262,"domain_scores_codex":[0.9978483,0.0003081257,0.0005912794,0.0004935387,0.0005347517,0.0002239831],"domain_scores_gemma":[0.9986049,0.0002016686,0.00008633777,0.0007521125,0.0001085401,0.000246455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000860486,0.0001391359,0.9145812,0.00006392808,0.009770748,0.000002313491,0.00005239347,0.000003703981,0.00001719097,0.0002093531,0.00005800484,0.07501596],"study_design_scores_gemma":[0.005050423,0.00005698564,0.9874121,0.00004851529,0.002572639,0.000005470156,0.00004565131,0.000005556888,0.00002459735,0.0003312259,0.004262924,0.0001839325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883405,0.002261763,0.00717428,0.0004009149,0.0005763714,0.0005757045,0.00004053321,0.00008546135,0.00054445],"genre_scores_gemma":[0.9985743,0.0002595774,0.00008783551,0.0006148037,0.0001385571,0.00003735773,0.0000216199,0.00002240812,0.000243596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07483203,"threshold_uncertainty_score":0.8716041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0618235309461696,"score_gpt":0.3835897129854977,"score_spread":0.3217661820393281,"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."}}