{"id":"W3169577483","doi":"10.48336/hvw6-a846","title":"Modified reporting of positive urine cultures to reduce treatment of catheter-associated asymptomatic bacteriuria (CA-ASB) among inpatients: a randomized controlled trial","year":2022,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Internal medicine; Randomized controlled trial; Adverse effect; Urine; Bacteriuria; Neutropenia; Bacteremia; Asymptomatic; Antibiotics; Urinary system; Urinalysis; Chemotherapy","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":[0.003805842,0.001396063,0.003991398,0.0006450659,0.0004955119,0.001339823,0.001229946,0.002728541,0.004417403],"category_scores_gemma":[0.009404866,0.0007092306,0.002806086,0.0006247539,0.001403373,0.001179277,0.0005244561,0.002856503,0.0004184461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008262111,"about_ca_system_score_gemma":0.001496797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312875,"about_ca_topic_score_gemma":0.001711941,"domain_scores_codex":[0.9961325,0.002635298,0.000387133,0.0004057427,0.0002424354,0.0001968927],"domain_scores_gemma":[0.9953128,0.002378142,0.001274394,0.0002721836,0.0002486171,0.0005138004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9702847,0.005858933,0.0003901225,0.002480385,0.001821044,0.00002814293,0.00004678116,0.0002340524,0.0005470631,0.0001149427,0.0004673612,0.01772641],"study_design_scores_gemma":[0.9723928,0.02565522,0.0005050955,0.0001280987,0.0006653236,0.00001365323,0.000009816368,0.0002609745,0.00009976162,0.00009675602,0.000163019,0.000009411517],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555767,0.0274607,0.001779959,0.001619218,0.002293664,0.008339827,0.0006109746,0.0002963013,0.002022731],"genre_scores_gemma":[0.9771086,0.006912579,0.00416394,0.001701424,0.001258946,0.007488182,0.0002943083,0.00002674983,0.001045276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004417403,"threshold_uncertainty_score":0.02012748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426139805731758,"score_gpt":0.308226043798409,"score_spread":0.2839646457410914,"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."}}