{"id":"W2616173277","doi":"10.1016/j.ajic.2017.03.025","title":"Antimicrobial stewardship for hospitalized patients with viral respiratory tract infections","year":2017,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"AIDS Vancouver; University of British Columbia; Providence Health Care","funders":"","keywords":"Medicine; Antimicrobial stewardship; Intensive care medicine; Respiratory tract infections; Internal medicine; Antibiotics; Pneumonia; Mechanical ventilation; Psychological intervention; Emergency medicine; Respiratory system; Antibiotic resistance; Nursing; Microbiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002607477,0.0001441249,0.0004176942,0.0001238924,0.0006065626,0.00005410828,0.0001406673,0.00007978298,0.00002947964],"category_scores_gemma":[0.0002261847,0.0001030159,0.0002145682,0.00004641432,0.0005176937,0.0002873249,0.00001067873,0.0002473314,0.00001407399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004584312,"about_ca_system_score_gemma":0.0001184414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001085666,"about_ca_topic_score_gemma":0.00002835064,"domain_scores_codex":[0.999118,0.0001240181,0.0003541318,0.0001339297,0.00004563204,0.0002243304],"domain_scores_gemma":[0.997899,0.0001103251,0.001303709,0.0002216472,0.0004303737,0.00003493515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001579731,0.0008154231,0.9812088,0.000009846217,0.0005272262,0.000003010924,0.00004920443,0.00002438456,0.006473236,0.00008126275,0.001151722,0.008076165],"study_design_scores_gemma":[0.01089896,0.006098808,0.9688489,0.00008316792,0.0002155146,0.00003439916,0.00001686103,0.000001005698,0.001829825,0.00002066668,0.01178022,0.0001717034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881095,0.00006612349,0.01003735,0.0002254585,0.001097324,0.0002614226,0.00003362091,0.00001741631,0.000151838],"genre_scores_gemma":[0.9993711,0.0000184756,0.00008004704,0.0002827171,0.0001466173,0.000004064414,0.000003674239,0.00001703643,0.00007623474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01235992,"threshold_uncertainty_score":0.466525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005897614312621629,"score_gpt":0.2420530077056664,"score_spread":0.2361553933930448,"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."}}