{"id":"W4309481490","doi":"10.1016/j.jvssci.2022.11.002","title":"Biomechanical rupture risk prediction with abdominal aortic aneurysm growth","year":2022,"lang":"en","type":"article","venue":"JVS Vascular Science","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Abdominal aortic aneurysm; Cardiology; Medicine; Internal medicine; Aortic rupture; Aneurysm; Aortic aneurysm; Radiology; Aorta","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":[],"consensus_categories":[],"category_scores_codex":[0.000864198,0.0001883692,0.0002483309,0.0002393272,0.0007727097,0.00003838033,0.0003087095,0.00004217762,0.0002089707],"category_scores_gemma":[0.0001974158,0.000140473,0.0001413672,0.001535564,0.0004453421,0.0002348661,0.0002326335,0.0003896252,0.00003646308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003572498,"about_ca_system_score_gemma":0.0004437302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009282077,"about_ca_topic_score_gemma":0.000001852734,"domain_scores_codex":[0.996681,0.00009452843,0.0002668457,0.0007294594,0.001762645,0.0004654826],"domain_scores_gemma":[0.998737,0.00003004001,0.0001386364,0.0006553349,0.0001341005,0.0003048431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001821893,0.004906871,0.8644285,0.0002465104,0.0008360554,0.008464188,0.003174964,0.0009986014,0.0925061,0.001425032,0.002229132,0.01896216],"study_design_scores_gemma":[0.009976242,0.01165806,0.845176,0.00008965126,0.002437043,0.01698984,0.001663863,0.09799266,0.01018245,0.0008953211,0.002034662,0.0009042139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945274,0.0001397432,0.003549131,0.0003505722,0.0002363009,0.0005786216,0.00001989936,0.0001924954,0.0004058124],"genre_scores_gemma":[0.9957771,0.00002283149,0.003479168,0.0002860265,0.00006770043,0.0001123531,0.00001248255,0.00002357555,0.0002187054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09699406,"threshold_uncertainty_score":0.5943136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007165265838006235,"score_gpt":0.2324764197768814,"score_spread":0.2253111539388751,"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."}}