{"id":"W4283654113","doi":"10.1542/peds.2021-055866","title":"Decreasing Misdiagnoses of Urinary Tract Infections in a Pediatric Emergency Department","year":2022,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Emergency department; Antimicrobial stewardship; Antibiotics; Psychological intervention; Urinary system; Medical prescription; Urinalysis; Emergency medicine; Pyuria; Urine; Audit; Pediatrics; Intensive care medicine; Internal medicine; Antibiotic resistance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003384657,0.0004413821,0.0003936294,0.001152972,0.0003149975,0.000812011,0.0009078442,0.0005415564,0.002050107],"category_scores_gemma":[0.0193674,0.0001896044,0.0006010074,0.0006858491,0.0002606833,0.000866293,0.001049605,0.0006290382,0.0002291752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673435,"about_ca_system_score_gemma":0.004569596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003963234,"about_ca_topic_score_gemma":0.004907475,"domain_scores_codex":[0.9970952,0.001475858,0.0001793968,0.0002706547,0.000649957,0.0003289283],"domain_scores_gemma":[0.9925276,0.002149401,0.003352791,0.0003076679,0.0007814579,0.0008810955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005945342,0.003183194,0.7710082,0.0006203184,0.0002104618,0.0001230292,0.0004572001,0.009586222,0.0006472179,0.0003213717,0.006834947,0.2064133],"study_design_scores_gemma":[0.0003777274,0.004738055,0.9585413,0.0004069743,0.0002549432,0.0004525399,0.0007851615,0.02804196,0.002020092,0.0003873685,0.00396185,0.00003205681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851892,0.001072227,0.006635762,0.002798631,0.00008227512,0.000250838,0.0005853589,0.000465853,0.002919812],"genre_scores_gemma":[0.9876566,0.0004128348,0.01081332,0.0002849091,0.0000450707,0.0001439512,0.0004153872,0.00001257318,0.0002152973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003963234,"threshold_uncertainty_score":0.01789993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884057873640496,"score_gpt":0.2856975209510298,"score_spread":0.2668569422146249,"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."}}