{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002942643,0.0009149658,0.0009509021,0.0005149505,0.00119826,0.0009640019,0.0007115639,0.0009744741,0.002061642],"category_scores_gemma":[0.007106932,0.0005515174,0.00092621,0.0005516844,0.0009165988,0.001087775,0.0006918527,0.001646161,0.0005921774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000539348,"about_ca_system_score_gemma":0.001044842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00382973,"about_ca_topic_score_gemma":0.003387331,"domain_scores_codex":[0.998159,0.001147805,0.00009147049,0.0002454877,0.0001502625,0.0002059822],"domain_scores_gemma":[0.9922931,0.003989839,0.0008165642,0.0007895665,0.0005952034,0.001515623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1016397,0.0459058,0.8349062,0.0000761379,0.0004596496,0.0008794056,0.001660959,0.0004159637,0.004567283,0.0002079,0.0003480614,0.008933007],"study_design_scores_gemma":[0.004362448,0.1162947,0.8750178,0.00001303334,0.0002801972,0.0004752878,0.0008372879,0.001517817,0.0006013208,0.0001355931,0.000416949,0.00004764344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995358,0.00002043377,0.0000819523,0.00001381503,0.00000856072,0.00007275848,0.00004665677,0.000002323874,0.0002176766],"genre_scores_gemma":[0.9991086,0.00002873527,0.0002631572,0.00003844955,0.00003289755,0.0001118562,0.0001644384,0.000003251098,0.0002486016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00382973,"threshold_uncertainty_score":0.01556236,"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."}}