{"id":"W2936679808","doi":"10.1136/bmjgh-2018-001315","title":"Tracking global trends in the effectiveness of antibiotic therapy using the Drug Resistance Index","year":2019,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; Bill and Melinda Gates Foundation","keywords":"Acinetobacter baumannii; Antibiotic resistance; Enterococcus faecium; Enterococcus faecalis; Drug resistance; Antibiotics; Medicine; Enterococcus; Intensive care medicine; Environmental health; Pseudomonas aeruginosa; Biology; Staphylococcus aureus; Microbiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004471183,0.0006806218,0.0007032914,0.008231721,0.0001857052,0.001197754,0.0006758982,0.0005551472,0.00114692],"category_scores_gemma":[0.01172752,0.0002041854,0.0007435778,0.01065372,0.0003289262,0.001884244,0.001057803,0.0006457388,0.0003530372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009423654,"about_ca_system_score_gemma":0.0006985439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009344799,"about_ca_topic_score_gemma":0.005448892,"domain_scores_codex":[0.9967477,0.001197422,0.0005344344,0.0006723886,0.0006362394,0.0002117598],"domain_scores_gemma":[0.9867402,0.003203181,0.006601699,0.0007969592,0.002309819,0.000348121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001185707,0.00005323852,0.9265451,0.0004405065,0.0004344947,0.00005609092,0.0002186144,0.008149616,0.0007667392,0.001006832,0.002802016,0.05940826],"study_design_scores_gemma":[0.00001671995,0.0004065068,0.9723943,0.000201502,0.0002105132,0.0003088285,0.0004003985,0.01304003,0.001888339,0.0009777144,0.01008951,0.00006564105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8662305,0.007484119,0.03510406,0.001444515,0.0001149689,0.0004121207,0.0723322,0.00078351,0.01609401],"genre_scores_gemma":[0.9504464,0.002121789,0.02821194,0.0002128751,0.00008760432,0.0002949675,0.01812247,0.00005596131,0.0004459028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009344799,"threshold_uncertainty_score":0.02364618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974142545733106,"score_gpt":0.3545968831156397,"score_spread":0.3348554576583087,"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."}}