{"id":"W4318823074","doi":"10.21203/rs.3.rs-2524735/v1","title":"International Practice Patterns of Dyslipidemia Management in Patients with Chronic Kidney Disease under Nephrology Care: Is it time to review guideline recommendations?","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Lipoproteins and Cardiovascular Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Ezetimibe; Nephrology; Kidney disease; Internal medicine; Dyslipidemia; Guideline; Medical prescription; Statin; Lipid profile; Disease; Cholesterol; Pathology; Pharmacology","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":[0.02690445,0.0002801786,0.001028741,0.004252224,0.0005601664,0.003583323,0.001900173,0.001274191,0.001838491],"category_scores_gemma":[0.1236605,0.0004212393,0.001491779,0.006844783,0.0006511009,0.002576445,0.001258758,0.001269713,0.0003913247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004368517,"about_ca_system_score_gemma":0.01599592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03545566,"about_ca_topic_score_gemma":0.07608011,"domain_scores_codex":[0.9713985,0.01242134,0.009532969,0.001716789,0.004173309,0.0007570324],"domain_scores_gemma":[0.8715028,0.03708592,0.04363324,0.003460062,0.03911695,0.005201107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001582994,0.0001116354,0.4500511,0.01318289,0.002692426,0.0001482249,0.002653656,0.0005565622,0.0001702673,0.00268079,0.1283695,0.3992245],"study_design_scores_gemma":[0.0004424123,0.0002500431,0.6993621,0.09675942,0.003830247,0.000894321,0.01008813,0.002975973,0.0003057144,0.003961056,0.1809024,0.0002281589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1366892,0.4257263,0.007362126,0.3968765,0.003825379,0.001293167,0.01049592,0.0002684235,0.01746286],"genre_scores_gemma":[0.6887771,0.2065275,0.03745498,0.05326104,0.002747781,0.001682652,0.008031026,0.0001706298,0.001347291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03545566,"threshold_uncertainty_score":0.142286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05693461076094145,"score_gpt":0.4314590757751006,"score_spread":0.3745244650141591,"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."}}