{"id":"W2982385350","doi":"10.1017/ice.2019.276","title":"Research needs in antibiotic stewardship","year":2019,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Sinai Health System; University of Toronto","funders":"Centers for Disease Control and Prevention; U.S. Department of Veterans Affairs","keywords":"Antibiotic Stewardship; Stewardship (theology); Antibiotics; Antimicrobial stewardship; Medicine; Intensive care medicine; Business; Microbiology; Political science; Antibiotic resistance; 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":[0.06797164,0.0007488975,0.002332963,0.003631351,0.003305412,0.01187463,0.003035322,0.0162031,0.03630321],"category_scores_gemma":[0.1362759,0.0007143526,0.001686854,0.005362831,0.006509072,0.02216885,0.008013832,0.01190119,0.005111272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01112584,"about_ca_system_score_gemma":0.0660012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01268168,"about_ca_topic_score_gemma":0.01207082,"domain_scores_codex":[0.9680397,0.01937459,0.003262636,0.001670247,0.003287626,0.00436514],"domain_scores_gemma":[0.6788729,0.200004,0.009101353,0.007470158,0.05096496,0.05358669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005497633,0.0008062772,0.007086666,0.01270402,0.0002118424,0.0004847683,0.00412281,0.0007286429,0.0005288532,0.1111135,0.4107739,0.4508889],"study_design_scores_gemma":[0.0002892405,0.0007626789,0.01413519,0.05311691,0.0002439071,0.0006637422,0.03226311,0.0008198566,0.000448777,0.1768593,0.7201812,0.0002160501],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001560469,0.09081287,0.0002626841,0.8987284,0.003110049,0.00002719283,0.0001698575,0.00002542184,0.005303069],"genre_scores_gemma":[0.1640508,0.5173196,0.007358496,0.2757747,0.02760303,0.0006418556,0.001063745,0.00008826478,0.006099462],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06797164,"threshold_uncertainty_score":0.3594727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350060532275505,"score_gpt":0.3112484050666414,"score_spread":0.2877477997438863,"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."}}