{"id":"W3081719473","doi":"10.1017/ice.2020.385","title":"Safety, effectiveness and sustainability of a laboratory intervention to de-adopt culture of midstream urine samples among hospitalized patients","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research; Health Sciences Centre; Sunnybrook Health Science Centre; Sinai Health System; Canadian Patient Safety Institute; University of Toronto","funders":"","keywords":"Medicine; Adverse effect; Antibiotics; Nitrofurantoin; Urinary system; Prospective cohort study; Internal medicine; Urine; Emergency medicine; Ciprofloxacin; Microbiology; Biology","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":[0.008498111,0.0003770408,0.0004384117,0.0005552817,0.0003959913,0.0007546771,0.0006809686,0.0007839697,0.0008069144],"category_scores_gemma":[0.05340251,0.0001804313,0.0008382454,0.0004143532,0.0003973635,0.000639489,0.0007769146,0.0006518314,0.00009310881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709795,"about_ca_system_score_gemma":0.003655209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075629,"about_ca_topic_score_gemma":0.002437929,"domain_scores_codex":[0.9909652,0.005253481,0.0009250584,0.0005289143,0.001842624,0.0004846754],"domain_scores_gemma":[0.9649416,0.01189779,0.01718125,0.001206271,0.002177134,0.002595909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02087373,0.008844473,0.7846056,0.00100918,0.001076069,0.0001567269,0.0006089254,0.002586323,0.001232917,0.0001858749,0.001189326,0.1776308],"study_design_scores_gemma":[0.002395169,0.06338144,0.9241591,0.0006515672,0.0004631577,0.000190453,0.0007190785,0.00497688,0.001583988,0.0002190575,0.00120791,0.00005220686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970213,0.001075112,0.0003252668,0.0007151445,0.00005704068,0.0001637051,0.0001150368,0.0000177754,0.0005095844],"genre_scores_gemma":[0.9988457,0.0002208449,0.0004331601,0.0002247246,0.0000598875,0.00008913669,0.00008088713,0.000001933685,0.00004373598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008498111,"threshold_uncertainty_score":0.04494286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00879215173376122,"score_gpt":0.2868434559546479,"score_spread":0.2780513042208867,"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."}}