{"id":"W2167565057","doi":"10.1016/s0732-8893(02)00424-8","title":"Evaluation of the Coral UTI Screen™ system for rapid automated screening of significant bacteriuria in a regional centralized laboratory","year":2002,"lang":"en","type":"article","venue":"Diagnostic Microbiology and Infectious Disease","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"BD","keywords":"Urine; Bacteriuria; Pyuria; Urinalysis; Medicine; Urinary system; Microbiological culture; Antibiotics; Internal medicine; Microbiology; Urology; Biology; Bacteria","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":[0.005142067,0.0007063208,0.0006853588,0.0004406659,0.0004549777,0.0009233975,0.001512524,0.000723759,0.001569433],"category_scores_gemma":[0.009372895,0.0004734342,0.0004152026,0.0003990314,0.0004211748,0.0005316825,0.0006628983,0.000587356,0.0005233879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001838917,"about_ca_system_score_gemma":0.002516063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01571623,"about_ca_topic_score_gemma":0.01573902,"domain_scores_codex":[0.995692,0.001648607,0.000235087,0.0006320656,0.001459045,0.0003332513],"domain_scores_gemma":[0.9935203,0.002116827,0.000355876,0.0004537938,0.002773521,0.0007796106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03568486,0.005844838,0.4488769,0.0008753384,0.0006210487,0.002661181,0.001760152,0.01409185,0.2031296,0.0006789279,0.01278397,0.2729913],"study_design_scores_gemma":[0.005554099,0.05384669,0.6068426,0.0001833834,0.001423855,0.005338781,0.001232691,0.2059815,0.1077993,0.0002445946,0.0112426,0.0003098501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910442,0.0001792096,0.005628586,0.0003817488,0.0000524135,0.0005486618,0.0003643999,0.0007367107,0.001064047],"genre_scores_gemma":[0.9706429,0.00009983874,0.02699725,0.0003627589,0.00004475347,0.0002261554,0.0007922717,0.00007438613,0.0007597812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01571623,"threshold_uncertainty_score":0.03124946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02941131953187896,"score_gpt":0.2669890735627634,"score_spread":0.2375777540308844,"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."}}