{"id":"W4321499133","doi":"10.1101/2023.02.20.23286203","title":"The contribution of sub-optimal prescription of preoperative antiplatelets and statins to race and ethnicity-related disparities in major limb amputation","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Amputation; Incidence (geometry); Medical prescription; Revascularization; Ethnic group; Vascular disease; Statin; Critical limb ischemia; Surgery; Internal medicine; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001240114,0.000103643,0.0001877618,0.0005203059,0.0003081056,0.000591769,0.0003199977,0.0002618863,0.00135971],"category_scores_gemma":[0.0057031,0.000118824,0.000510392,0.0008437547,0.0002724812,0.0002965596,0.0005408048,0.0004860839,0.00007139995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004467892,"about_ca_system_score_gemma":0.001020357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01909728,"about_ca_topic_score_gemma":0.01864147,"domain_scores_codex":[0.9987553,0.000525269,0.0001459291,0.0001910942,0.0001829952,0.0001992752],"domain_scores_gemma":[0.9959437,0.0009270161,0.002161194,0.0002935381,0.0002982386,0.0003762762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003907151,0.00002839877,0.9979747,0.000008586958,0.00008188893,0.00001409091,0.00004847434,0.0000700669,0.00005901879,0.0001225894,0.00006970075,0.001483454],"study_design_scores_gemma":[0.000003501092,0.00001996546,0.9987254,0.00001411033,0.00004870471,0.00004504424,0.0001474685,0.0005187869,0.00006789053,0.00020983,0.0001967416,0.000002529022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973603,0.0004874135,0.0002782532,0.0004092131,0.000009730839,0.000008458018,0.0004351517,0.000003070377,0.001008409],"genre_scores_gemma":[0.9997324,0.00004957148,0.00006599475,0.00003551371,0.000006770409,0.000002285082,0.00007591966,8.153968e-7,0.00003067924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01909728,"threshold_uncertainty_score":0.03797221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730881886154348,"score_gpt":0.2842010544070896,"score_spread":0.2668922355455462,"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."}}