{"id":"W4416994360","doi":"10.3399/bjgp.2025.0490","title":"Use of the kidney failure risk equation: a regional retrospective primary care cohort study in England","year":2025,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Primary care; Referral; Nephrology; Cohort study; MEDLINE; Cohort; Kidney disease; Retrospective cohort study","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":[0.0007536514,0.0001005541,0.0003651826,0.0001058126,0.00009514167,0.00006186192,0.0001226523,0.00006640931,0.00003527876],"category_scores_gemma":[0.007145174,0.00008704838,0.0001564185,0.0003752598,0.00006488066,0.0004910417,0.00006318728,0.000613869,7.595324e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004059478,"about_ca_system_score_gemma":0.001829794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120023,"about_ca_topic_score_gemma":0.0002867177,"domain_scores_codex":[0.9981179,0.0004739889,0.0005231827,0.000168836,0.0005742931,0.0001418271],"domain_scores_gemma":[0.9978245,0.0003296514,0.0005737415,0.0002094165,0.0009178231,0.0001448974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005709707,0.000758142,0.9692525,0.00008864071,0.000450252,0.0003498851,0.0005007938,0.00006368526,0.0002036896,0.00002905481,0.02441483,0.00331751],"study_design_scores_gemma":[0.004777239,0.0002892368,0.9680732,0.0008335641,0.0009750114,0.0005406194,0.0007953817,0.00003486343,0.000095118,0.00008037029,0.02343025,0.00007507731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913327,0.003782699,0.0000277076,0.002672705,0.0002355677,0.0005713511,0.00005194988,0.000005193035,0.001320175],"genre_scores_gemma":[0.994998,0.0009008904,0.0009394345,0.002401349,0.0003253865,0.000008174063,0.00001906181,0.00001085088,0.0003969032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006391523,"threshold_uncertainty_score":0.8553957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01544674208230316,"score_gpt":0.2758029242379385,"score_spread":0.2603561821556353,"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."}}