{"id":"W1975472093","doi":"10.1038/ki.2009.262","title":"Estimating GFR using serum beta trace protein: accuracy and validation in kidney transplant and pediatric populations","year":2009,"lang":"en","type":"article","venue":"Kidney International","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Ottawa; Children's Hospital of Eastern Ontario; Queen's University","funders":"","keywords":"Renal function; Creatinine; Urology; Medicine; Kidney; Endocrinology; Internal medicine; Glomerular basement membrane; Glomerulonephritis","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":[0.00009164185,0.0001319287,0.0001563675,0.0002188554,0.0000714064,0.00005161548,0.00004374399,0.00005782209,0.00006484499],"category_scores_gemma":[0.00009462387,0.000119371,0.00003585834,0.0001240799,0.00001479435,0.0002992126,0.000005943316,0.0001137207,0.000003039241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005484798,"about_ca_system_score_gemma":0.00008652723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005881438,"about_ca_topic_score_gemma":0.000003096129,"domain_scores_codex":[0.9990934,0.00001733867,0.0003029036,0.0002192882,0.0002321366,0.0001349705],"domain_scores_gemma":[0.9995344,0.00002498728,0.00009262266,0.00007203865,0.00004834909,0.0002276296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009906609,0.0001791161,0.9925027,0.000175506,0.00005236812,0.00006816876,0.0005111409,0.0002122144,0.002212781,0.001549006,0.00003202871,0.002405918],"study_design_scores_gemma":[0.003879148,0.00009870807,0.960881,0.000772794,0.000188722,0.0003213359,0.00001861644,0.03159112,0.001082553,0.0009116139,0.00008409169,0.000170307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899325,0.00005387796,0.002188972,0.006542626,0.000168734,0.0004157455,0.0001507935,0.00003173078,0.0005149666],"genre_scores_gemma":[0.9713066,0.00004699494,0.02752016,0.0004860511,0.0001378399,0.000009373679,0.0003540311,0.000009532831,0.0001294261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0316217,"threshold_uncertainty_score":0.4867809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04037224146549157,"score_gpt":0.3373461069726328,"score_spread":0.2969738655071412,"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."}}