{"id":"W4296769397","doi":"10.1016/j.jvs.2022.07.053","title":"A Pilot Study of Clinical Risk Prediction of 90-day Reintervention Following Lower Extremity Angioplasty","year":2022,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Angioplasty; Revascularization; Surgery; Cohort; Medical record; Risk factor; Internal medicine; Myocardial infarction","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":[0.007895869,0.0001231874,0.0008697793,0.0003226493,0.00007303512,0.000006893841,0.0001087439,0.00002095181,0.0003226908],"category_scores_gemma":[0.000845118,0.0001065497,0.001871204,0.0003000583,0.00002735214,0.000157849,0.000129887,0.0003912587,0.000001071568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100528,"about_ca_system_score_gemma":0.0001179379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005734521,"about_ca_topic_score_gemma":0.000007646663,"domain_scores_codex":[0.9954352,0.001130504,0.001940865,0.0001864329,0.001157699,0.0001493025],"domain_scores_gemma":[0.9975931,0.0002933142,0.001440764,0.0003533245,0.0001810437,0.0001384489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001442223,0.01045465,0.9736256,0.00009965071,0.002517096,0.0004094065,0.0001524715,0.0005063646,0.0003944828,6.595062e-7,0.003582382,0.006814986],"study_design_scores_gemma":[0.00309622,0.00498775,0.9874431,0.0002770742,0.001664663,0.000030292,0.0006240573,0.0004174577,0.00001959723,0.00001464341,0.001353688,0.00007147255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959556,0.000581058,0.0008619726,0.00004723452,0.002170292,0.0003024454,0.00001340006,0.00001242983,0.00005549415],"genre_scores_gemma":[0.999467,0.00009075445,0.00008711506,0.00003292663,0.000218825,0.000009514752,0.000006305285,0.00001787252,0.0000696907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01381746,"threshold_uncertainty_score":0.4344969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05775606047746446,"score_gpt":0.3161425295595969,"score_spread":0.2583864690821325,"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."}}