{"id":"W4415279903","doi":"10.1136/bmjopen-2024-096730","title":"Patterns of follow-up testing of abnormal eGFR and UACR for the detection of chronic kidney disease in Australian primary care: analysis of a national general practice dataset","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Faculty of Medicine and Health, University of Sydney; National Health and Medical Research Council; George Institute for Global Health; University of New South Wales; Australian Commission on Safety and Quality in Health Care; Eli Lilly and Company; Boehringer Ingelheim","keywords":"Kidney disease; Primary care; General practice; Clinical Practice; Disease; Epidemiology","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":[0.004362253,0.0003273423,0.001180112,0.001958882,0.0005292083,0.001119325,0.001212368,0.0009139642,0.0007311186],"category_scores_gemma":[0.01644389,0.0007049352,0.001030743,0.005123187,0.0004674775,0.0006547915,0.002591831,0.0008842002,0.0002009493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659015,"about_ca_system_score_gemma":0.001675968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1068868,"about_ca_topic_score_gemma":0.1181602,"domain_scores_codex":[0.9938477,0.002276055,0.001027713,0.001126042,0.001181114,0.0005414532],"domain_scores_gemma":[0.9860242,0.002260357,0.008286511,0.001096647,0.001556237,0.0007759659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006406588,0.00002322783,0.998106,0.00005776411,0.0001430192,0.00004522803,0.0001729792,0.00008739056,0.00006009852,0.00001641575,0.0003390045,0.0008847017],"study_design_scores_gemma":[0.000008041838,0.00002174214,0.999189,0.00001461788,0.00002838277,0.00007471562,0.0001119971,0.0003816728,0.00001264804,0.00001233769,0.0001413251,0.000003644466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943129,0.0004699099,0.0001713128,0.0002009509,0.000007479367,0.00005950055,0.004374966,0.00001232932,0.0003906756],"genre_scores_gemma":[0.9948381,0.0002596198,0.0004612509,0.0001078867,0.000008020867,0.00007160541,0.004122627,0.000004243655,0.0001266144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068868,"threshold_uncertainty_score":0.2125292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04669593555363245,"score_gpt":0.3858016738875006,"score_spread":0.3391057383338682,"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."}}