{"id":"W4404130731","doi":"10.1016/j.diagmicrobio.2024.116601","title":"Clinical utility of PCR compared to conventional culture and sensitivity testing for the management of complicated urinary tract infections in adults: Part I. Assessment of clinical outcomes, investigator satisfaction scores, and turnaround times","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":"Urinary system; Turnaround time; Medicine; Intensive care medicine; Internal medicine; Operations management","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":[0.005813213,0.0004151283,0.000942334,0.0005016697,0.0001633539,0.0006284015,0.0003502143,0.0005678204,0.001489014],"category_scores_gemma":[0.01084145,0.0002699781,0.000611765,0.0004519411,0.0005577384,0.0005666985,0.000388208,0.0005932166,0.0002177989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004674205,"about_ca_system_score_gemma":0.0003247784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001875837,"about_ca_topic_score_gemma":0.0003425042,"domain_scores_codex":[0.9954205,0.003044012,0.0003565502,0.0003672227,0.0006934818,0.0001181448],"domain_scores_gemma":[0.9888873,0.00552139,0.003982166,0.0003132294,0.0006356099,0.0006603242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.11355,0.003422992,0.7142462,0.0007715086,0.001190812,0.0001006282,0.0003209845,0.0007991064,0.006806635,0.0001001712,0.0008015859,0.1578894],"study_design_scores_gemma":[0.005368851,0.1490663,0.8353891,0.0001508119,0.0009014976,0.0006817559,0.0002919699,0.003633451,0.003551031,0.0001233395,0.0007856533,0.00005622331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958246,0.002979494,0.0004222298,0.0001033804,0.00003016391,0.0001239861,0.00009149237,0.000007487424,0.0004172736],"genre_scores_gemma":[0.9985158,0.0004927082,0.0006144655,0.00005669481,0.00004874742,0.00009044095,0.00009962518,0.000001728863,0.00007973413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005813213,"threshold_uncertainty_score":0.03074354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04697167881319449,"score_gpt":0.3740271498860628,"score_spread":0.3270554710728683,"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."}}