{"id":"W4401463116","doi":"10.1038/s41390-024-03436-5","title":"ADVANCE: a biomedical informatics approach to investigate acute kidney injury in infants","year":2024,"lang":"en","type":"article","venue":"Pediatric Research","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Hospital for Sick Children; Connecticut Children's Medical Center; Children’s Hospital of Wisconsin Research Institute; Children's of Alabama; Children's Healthcare of Atlanta; Children's National Hospital; Seattle Children's Research Institute; Arkansas Biosciences Institute; University of California, San Francisco; Children's Hospital of Philadelphia; Nationwide Children's Hospital; National Institute of Diabetes and Digestive and Kidney Diseases; Johns Hopkins University; Children's Hospital of Pittsburgh; National Center for Advancing Translational Sciences; Children's Hospital Colorado; Cincinnati Children's Hospital Medical Center; Children's Hospital of Michigan; Texas Children's Hospital","keywords":"Acute kidney injury; Medicine; Neonatal intensive care unit; Mechanical ventilation; Intensive care unit; Intensive care medicine; Intensive care; Informatics; Emergency medicine; Pediatrics; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002594653,0.0006811039,0.0005741256,0.003856679,0.0007259194,0.003286355,0.0009011973,0.0009579704,0.006096207],"category_scores_gemma":[0.01088314,0.0002757711,0.0009294748,0.002164108,0.0003500157,0.002093388,0.003089156,0.001058051,0.001616748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006438654,"about_ca_system_score_gemma":0.001889367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002600997,"about_ca_topic_score_gemma":0.003799373,"domain_scores_codex":[0.9982772,0.0008613428,0.0001784621,0.0002675949,0.0003481781,0.0000671555],"domain_scores_gemma":[0.9946327,0.003535888,0.000374955,0.0004737937,0.000638403,0.0003443311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009174944,0.001278061,0.1278581,0.002070158,0.0006629433,0.002428999,0.005718809,0.0170381,0.0112635,0.07396863,0.05558674,0.7012085],"study_design_scores_gemma":[0.000400422,0.00102922,0.09713401,0.001219291,0.001748319,0.005703469,0.009271219,0.2264833,0.02105674,0.2684523,0.3672232,0.0002785356],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09146283,0.002699996,0.8137211,0.0109178,0.0004245946,0.001622935,0.01804748,0.01390551,0.04719778],"genre_scores_gemma":[0.3092153,0.002553469,0.6716053,0.001857413,0.0004318243,0.0009094201,0.007533366,0.0003143419,0.00557941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006096207,"threshold_uncertainty_score":0.02039385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05292444133778419,"score_gpt":0.425307717580217,"score_spread":0.3723832762424328,"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."}}