{"id":"W3133621828","doi":"10.2147/idr.s294575","title":"Antibiotic Susceptibility Patterns of Bacterial Isolates from Routine Clinical Specimens from Referral Hospitals in Tanzania: A Prospective Hospital-Based Observational Study","year":2021,"lang":"en","type":"article","venue":"Infection and Drug Resistance","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Alliance for Accelerating Excellence in Science in Africa; African Academy of Sciences; New Partnership for Africa's Development; Government of the United Kingdom; Wellcome Trust; World Bank Group","keywords":"Medicine; Clindamycin; Antibiotic resistance; Ampicillin; Ceftazidime; Antibiotics; Trimethoprim; Amoxicillin; Internal medicine; Erythromycin; Clavulanic acid; Microbiology; Ceftriaxone; Gentamicin; Broth microdilution; Meropenem; Penicillin; Biology; Minimum inhibitory concentration; Bacteria","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":[0.0004404836,0.0002327517,0.000620499,0.00005788204,0.0001169059,0.0000309768,0.00009685026,0.0002316446,0.000569837],"category_scores_gemma":[0.0002974214,0.0002161149,0.0001273571,0.0002104025,0.0002063569,0.0001327689,0.00007226702,0.0003486306,0.00002159694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007290768,"about_ca_system_score_gemma":0.0001349606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001732092,"about_ca_topic_score_gemma":0.01988663,"domain_scores_codex":[0.9974928,0.0006517462,0.00081229,0.0007221251,0.00007433824,0.000246622],"domain_scores_gemma":[0.9985773,0.0004753804,0.000314959,0.0003861886,0.0002113635,0.00003483874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004985076,0.00175594,0.9792333,0.00002965737,0.0001769927,0.00001987929,0.000584287,0.000001889881,0.01729989,0.00009285098,0.0002117947,0.00009495599],"study_design_scores_gemma":[0.004057135,0.0002085129,0.9753374,0.0002165866,0.00006468214,5.178154e-7,0.000593786,0.000004520084,0.0187008,0.000381558,0.0002019173,0.0002325283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964572,0.0009246254,0.0001901282,0.0003401426,0.001119087,0.0004633333,0.0003168299,0.00004601676,0.0001426158],"genre_scores_gemma":[0.9986091,0.0001263647,0.0001577731,0.00006015836,0.0001055272,0.000005215553,0.0003062528,0.00001638169,0.0006131975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01815454,"threshold_uncertainty_score":0.9979979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536954920642998,"score_gpt":0.2914993364594359,"score_spread":0.266129787253006,"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."}}