{"id":"W4405137465","doi":"10.1016/j.diagmicrobio.2024.116646","title":"Clinical utility of PCR compared to conventional culture and sensitivity testing for management of complicated urinary tract infections in adults: Part II.Evaluation of diagnostic concordance, discordant results, and antimicrobial selection efficacy","year":2024,"lang":"en","type":"article","venue":"Diagnostic Microbiology and Infectious Disease","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association for Co-operative Education","funders":"","keywords":"Concordance; Urinary system; Medicine; Antimicrobial; Selection (genetic algorithm); Intensive care medicine; Internal medicine; Biology; Microbiology; Computer science; Machine learning","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":[0.001201197,0.0002049564,0.0005049288,0.0002601715,0.0001265563,0.000009859583,0.00002495048,0.00008867189,0.00001166774],"category_scores_gemma":[0.003646131,0.0001961243,0.00009880288,0.0004231189,0.0004090731,0.00009079418,0.000105563,0.0001969247,7.134732e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004982788,"about_ca_system_score_gemma":0.0001018059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001125672,"about_ca_topic_score_gemma":0.00005720691,"domain_scores_codex":[0.9980106,0.0003301004,0.0008517954,0.0005328842,0.00008220367,0.0001924005],"domain_scores_gemma":[0.9951801,0.003945135,0.0002311207,0.0001702983,0.0003414876,0.0001318358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002005171,0.01714133,0.9654474,0.003450385,0.0005230213,0.00006764335,0.0001913931,0.000436163,0.001939916,0.0005635682,0.001061579,0.007172432],"study_design_scores_gemma":[0.006185925,0.005166002,0.978578,0.003035697,0.001272836,0.0003869743,0.00005241914,0.004214393,0.0002640817,0.0001294252,0.0005374485,0.0001768536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946459,0.0007568986,0.0006035091,0.0001648443,0.0002485098,0.002637989,0.0007637151,0.00004919364,0.0001294532],"genre_scores_gemma":[0.9983323,0.000615885,0.0003139841,0.00004373046,0.00004533574,0.0001604603,0.0004647902,0.00001313751,0.00001033215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313055,"threshold_uncertainty_score":0.7997716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03674826096295206,"score_gpt":0.3380737998090037,"score_spread":0.3013255388460516,"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."}}