{"id":"W2948917772","doi":"10.21037/acs.2019.04.08","title":"The AVIATOR registry: the importance of evaluating long-term patient outcomes","year":2019,"lang":"en","type":"editorial","venue":"Annals of Cardiothoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval; Montreal Heart Institute","funders":"","keywords":"Medicine; Term (time); General surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002263212,0.0004774883,0.002099501,0.0001109724,0.0001414634,0.00004573294,0.0002642122,0.0004071645,0.00002539588],"category_scores_gemma":[0.006554096,0.0002621925,0.006312028,0.0002441358,0.0002471366,0.00006569405,0.0001456489,0.0004623836,0.00001440112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007214754,"about_ca_system_score_gemma":0.001445726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005505309,"about_ca_topic_score_gemma":0.000001972978,"domain_scores_codex":[0.9949105,0.0004134094,0.001224958,0.0004984809,0.002461582,0.000491106],"domain_scores_gemma":[0.9863927,0.008102551,0.001752017,0.002125113,0.001471894,0.0001556813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003704921,0.00007449277,0.4949461,0.0004494003,0.004128128,0.00002730313,0.0000333488,0.000002673455,0.00000291672,0.000001851747,0.4842182,0.01574516],"study_design_scores_gemma":[0.0007282229,0.000391101,0.8380412,0.002373707,0.005400412,0.000008637812,0.0001906511,0.00000300223,0.00047067,0.00004245686,0.1517564,0.0005935117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5582024,0.03633357,0.000001746516,0.0005133742,0.4022551,0.00105589,0.0009759543,0.00002894717,0.0006329342],"genre_scores_gemma":[0.8076426,0.008967996,0.00001163606,0.0003560256,0.1797649,0.0002310624,0.001277884,0.0002052319,0.001542688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3430952,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0560804611147827,"score_gpt":0.4371083355073506,"score_spread":0.3810278743925679,"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."}}