{"id":"W4220980794","doi":"10.1016/j.ucl.2021.12.004","title":"Medical Treatment for Urinary Tract Infections","year":2022,"lang":"en","type":"review","venue":"Urologic Clinics of North America","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Allergan; Astellas Pharma Canada; Pfizer","keywords":"Medicine; Antimicrobial; Intensive care medicine; Urinary system; Antibiotic resistance; Antibiotics; Internal medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004120532,0.0005368036,0.002673441,0.0005242797,0.0002037072,0.000007611698,0.000321179,0.0002930113,0.00283649],"category_scores_gemma":[0.001214941,0.000417075,0.002015295,0.0007194539,0.0002434143,0.00003958249,0.0002104538,0.0008116051,0.00008470284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267697,"about_ca_system_score_gemma":0.001017181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003753728,"about_ca_topic_score_gemma":0.000006997108,"domain_scores_codex":[0.9966682,0.0002483861,0.001479093,0.0006944495,0.0004933741,0.0004165612],"domain_scores_gemma":[0.9946113,0.002982819,0.001103978,0.00095467,0.00006551353,0.0002816913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006907197,0.03216815,0.001483124,0.002522379,0.0009552137,0.0002818292,0.00001160317,0.00001904515,2.387538e-10,0.00001399798,0.0009270242,0.9615486],"study_design_scores_gemma":[0.0007701515,0.06935775,0.0002753677,0.000275526,0.004741081,0.0007712767,0.000006819887,0.00004011608,2.248567e-9,0.00001372073,0.9234893,0.0002589166],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002245589,0.9905057,0.0002978,0.0003271274,0.0008460238,0.00360988,0.0003393614,0.0002139013,0.003635646],"genre_scores_gemma":[0.00007539175,0.9936788,0.0006167382,0.0004430213,0.0003242029,0.00230735,0.001618462,0.00007612598,0.000859896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9612896,"threshold_uncertainty_score":0.9998281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1190236114916689,"score_gpt":0.4145389574476239,"score_spread":0.295515345955955,"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."}}