{"id":"W4417469438","doi":"10.34067/kid.0000000974","title":"Clinical Implementation of Urinary Neutrophil Gelatinase-Associated Lipocalin","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Metro North Hospital and Health Service","keywords":"Lipocalin; Biomarker; Urinary system; Acute kidney injury; Inflammation; Mesenchymal stem cell; Neutrophil gelatinase-associated lipocalin; Kidney","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008570332,0.0001464172,0.0004607945,0.0002342506,0.00006892723,0.00001010602,0.0001636603,0.0001950431,0.001133461],"category_scores_gemma":[0.001081613,0.0001349898,0.0002148766,0.0005973296,0.0001622518,0.00007088728,0.0001446691,0.0004377461,0.00008247088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327507,"about_ca_system_score_gemma":0.0009760527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000124404,"about_ca_topic_score_gemma":0.000006175494,"domain_scores_codex":[0.9979272,0.0002245786,0.0007894724,0.0003183683,0.0004035963,0.0003367379],"domain_scores_gemma":[0.9985477,0.0002332294,0.0001677634,0.000444427,0.0002913559,0.0003155386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004108757,0.0008807659,0.5788354,0.0001572537,0.0004088348,0.00007063078,0.0000960845,1.802205e-7,0.004821271,0.0007994832,0.4011838,0.01233547],"study_design_scores_gemma":[0.008529168,0.002222157,0.916237,0.0002689808,0.0003875091,0.00001980728,0.0004122947,0.000340592,0.01092041,0.0006120562,0.05985675,0.0001932462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709054,0.0001463491,0.0001105298,0.01291437,0.0003954564,0.0007500427,0.0002732399,0.0001045596,0.01440002],"genre_scores_gemma":[0.9910602,0.0001111903,0.0007382649,0.002547249,0.0001283384,0.0000444917,0.0003478672,0.00002259012,0.004999838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.341327,"threshold_uncertainty_score":0.9997796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03359742059005411,"score_gpt":0.4437509183584467,"score_spread":0.4101534977683926,"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."}}