{"id":"W4414923607","doi":"10.1097/ftd.0000000000001392","title":"Development and Evaluation of Multimodel Informed Precision Dosing Tool for Optimizing Vancomycin Therapy in Pediatric Patients","year":2025,"lang":"en","type":"article","venue":"Therapeutic Drug Monitoring","topic":"Antibiotics Pharmacokinetics and Efficacy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Natural Science Foundation of China","keywords":"Dosing; Vancomycin; Therapeutic drug monitoring; MEDLINE; Precision medicine","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":[0.0007067581,0.0001236988,0.0002097745,0.0002449417,0.00006143241,0.00001518017,0.00005657089,0.0000472918,0.000001599847],"category_scores_gemma":[0.00005128953,0.000109423,0.00003370636,0.000198927,0.00001326899,0.00007087689,0.00003264317,0.00009007732,3.126298e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302875,"about_ca_system_score_gemma":0.0001922117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004575778,"about_ca_topic_score_gemma":6.931284e-7,"domain_scores_codex":[0.9989298,0.00002881945,0.0003973263,0.0001681917,0.0002981785,0.000177685],"domain_scores_gemma":[0.9993374,0.0001764016,0.0000987821,0.0001169488,0.0002403996,0.00003011388],"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":[0.0003451589,0.0002089862,0.2870234,0.0001705193,0.0000446853,1.157818e-7,0.002243256,0.001877795,0.003190104,0.00001187695,0.000003514396,0.7048806],"study_design_scores_gemma":[0.01202817,0.00008135207,0.8454579,0.0004887378,0.0001801376,1.761522e-7,0.0002430617,0.06587344,0.07519611,0.00008953497,0.0001965845,0.0001647827],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958289,0.001039484,0.001501676,0.00003244188,0.0003528784,0.001070458,7.039569e-7,0.00001477544,0.000158675],"genre_scores_gemma":[0.978199,0.0005838711,0.02105074,0.00002428649,0.00006526136,0.0000260245,0.000005857241,0.00001391464,0.0000310138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7047158,"threshold_uncertainty_score":0.4462141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05744086483501154,"score_gpt":0.3722617159922709,"score_spread":0.3148208511572593,"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."}}