{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002259395,0.0007896688,0.0006592828,0.002023462,0.0002836009,0.001172555,0.0007625667,0.0005437725,0.00295782],"category_scores_gemma":[0.006290087,0.0002131355,0.0009221327,0.0008849693,0.0001761514,0.0005590112,0.0007422373,0.0009155431,0.001126649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003312234,"about_ca_system_score_gemma":0.0004558042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265239,"about_ca_topic_score_gemma":0.001643272,"domain_scores_codex":[0.9991851,0.0002945772,0.0001123909,0.0001813538,0.0001743698,0.00005209667],"domain_scores_gemma":[0.9978495,0.0008231628,0.0005286818,0.0001975423,0.0004594639,0.0001416824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007157061,0.0001367195,0.8647637,0.0002018611,0.0003968629,0.0004129812,0.0002125413,0.01492494,0.001268168,0.001520356,0.003342838,0.1121033],"study_design_scores_gemma":[0.00006739781,0.0009600574,0.7671797,0.0003387416,0.0005869922,0.004606323,0.0005696627,0.2043723,0.003110313,0.007229523,0.01084152,0.00013738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8188465,0.005124217,0.1478185,0.00162137,0.0003704413,0.0005322443,0.008455978,0.0009003845,0.01633044],"genre_scores_gemma":[0.949786,0.00159858,0.04046172,0.0001232983,0.0001811826,0.0002253687,0.003972621,0.00004824042,0.003602983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00295782,"threshold_uncertainty_score":0.01194894,"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."}}