{"id":"W4387131401","doi":"10.1016/j.jacadv.2023.100637","title":"Thoracic Aortic Aneurysm Risk Assessment","year":2023,"lang":"en","type":"article","venue":"JACC Advances","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; McGill University; McGill University Health Centre","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University Health Centre","keywords":"Medicine; Thoracic aortic aneurysm; Aneurysm; Aortic aneurysm; Radiology; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001939394,0.0001915659,0.0003018231,0.0001280054,0.0001361165,0.00001848953,0.00009190317,0.00005966043,0.0002079732],"category_scores_gemma":[0.0001929766,0.0001486442,0.0001170731,0.0005034278,0.00007476952,0.0002294846,0.0000644604,0.0002031696,0.0008964187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009380122,"about_ca_system_score_gemma":0.0000838951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000131173,"about_ca_topic_score_gemma":0.000003622267,"domain_scores_codex":[0.998432,0.00006361781,0.0003110709,0.0003927426,0.0004169961,0.0003835159],"domain_scores_gemma":[0.9990296,0.0001509112,0.0001529933,0.0004395882,0.0000604062,0.0001664643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009382692,0.0002263626,0.8804934,0.0001337531,0.000105304,0.001480469,0.0001432983,0.00009410465,0.0005682262,0.00005139303,0.002196845,0.114413],"study_design_scores_gemma":[0.001066587,0.0006178638,0.9749101,0.00008194188,0.0003700552,0.0002666056,0.0004844693,0.003576008,0.001019732,0.002495717,0.0148446,0.0002663279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855722,0.0006107464,0.000505749,0.0007998495,0.0003516523,0.000480934,0.00001467693,0.0007839419,0.0108802],"genre_scores_gemma":[0.9862285,0.001170219,0.00484992,0.0002294437,0.0001564743,0.00009803672,0.00004681392,0.00003986917,0.007180773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1141467,"threshold_uncertainty_score":0.9998815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863741903194109,"score_gpt":0.3733298150186882,"score_spread":0.3546923959867471,"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."}}