{"id":"W2557577907","doi":"10.1093/ofid/ofw172.1433","title":"Targeted Antimicrobial Stewardship Intervention for Inpatients With Viral respiratory tract infections","year":2016,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Providence Health Care","funders":"","keywords":"Medicine; Antimicrobial stewardship; Respiratory tract infections; Intensive care medicine; Antimicrobial; Pathogenic organism; Respiratory system; Intervention (counseling); Stewardship (theology); Internal medicine; Antibiotics; Microbiology; Antibiotic resistance; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002610315,0.0003087652,0.0003069513,0.0004144905,0.0007205791,0.000514238,0.0004977956,0.0003090211,0.001504438],"category_scores_gemma":[0.002081542,0.0001284371,0.0003272154,0.0002472263,0.0001971561,0.0002696845,0.001053804,0.0005104282,0.000120162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001631855,"about_ca_system_score_gemma":0.00485263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01143277,"about_ca_topic_score_gemma":0.04599901,"domain_scores_codex":[0.9995667,0.0001222983,0.00003528627,0.00004013136,0.00005002303,0.0001854806],"domain_scores_gemma":[0.9989317,0.0000642274,0.0002263965,0.00001363394,0.00008804046,0.0006759944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001815001,0.004615519,0.5581483,0.0009174614,0.0002594095,0.001298938,0.001458737,0.0007940133,0.001703319,0.000312961,0.01685494,0.4118213],"study_design_scores_gemma":[0.0007000418,0.004704793,0.9779279,0.001546121,0.0002388633,0.0009670227,0.003006686,0.002288764,0.0008814916,0.0005924379,0.007117172,0.00002873422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887185,0.003152966,0.0003130016,0.003159326,0.00016211,0.0002606064,0.00009909517,0.00005204845,0.004082526],"genre_scores_gemma":[0.9955021,0.001816359,0.0007790033,0.00110338,0.0001266814,0.0001261217,0.000152685,0.000002880736,0.0003909288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01143277,"threshold_uncertainty_score":0.02273244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009946690009559127,"score_gpt":0.2588941499346554,"score_spread":0.2489474599250962,"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."}}