{"id":"W4389957087","doi":"10.1161/circ.148.suppl_1.13601","title":"Abstract 13601: Distinct Proteomic Profiles in Human Thoracic Aortic Aneurysm by Segment May Drive Prognostic Differences: Conventional & Machine Learning Analysis","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Aneurysm; Thoracic aortic aneurysm; Ascending aorta; Aortic aneurysm; Descending aorta; Thoracic aorta; Cohort; Cardiology; Aorta; Radiology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009578294,0.0003262796,0.0003353498,0.000587216,0.0002896741,0.0006447066,0.0002292467,0.0002966334,0.002166119],"category_scores_gemma":[0.001350115,0.0001193272,0.0003210733,0.0007499826,0.0002903103,0.0003217848,0.0004646661,0.000355267,0.0006474501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001658755,"about_ca_system_score_gemma":0.0002241743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003364623,"about_ca_topic_score_gemma":0.0005874648,"domain_scores_codex":[0.9996653,0.00005471447,0.00003745978,0.0001224953,0.00008393614,0.00003621942],"domain_scores_gemma":[0.9994867,0.000177389,0.0001393857,0.00007593416,0.00007396231,0.00004651778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001729736,0.0002178515,0.4337943,0.0004209946,0.0004669564,0.0006840604,0.0003545273,0.002445,0.4948555,0.000575645,0.002318213,0.06213721],"study_design_scores_gemma":[0.00002021644,0.0002671678,0.9417228,0.00002461874,0.0001229962,0.001295226,0.0001487543,0.0125336,0.04118738,0.0008875402,0.001769063,0.00002070067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870294,0.0004515057,0.009713561,0.0001289773,0.00001579676,0.00002550614,0.001884465,0.00008310843,0.0006675689],"genre_scores_gemma":[0.98527,0.0002627887,0.0110803,0.000075287,0.00002860604,0.000057482,0.00256081,0.00002742913,0.0006372656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002166119,"threshold_uncertainty_score":0.007246375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145748546047206,"score_gpt":0.3170380676257714,"score_spread":0.2855805821652994,"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."}}