{"id":"W2971783535","doi":"10.3389/fmed.2019.00205","title":"Diagnostic Bacteriology in District Hospitals in Sub-Saharan Africa: At the Forefront of the Containment of Antimicrobial Resistance","year":2019,"lang":"en","type":"review","venue":"Frontiers in Medicine","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bacteriology; Antimicrobial; Containment (computer programming); Antibiotic resistance; Medicine; Microbiology; Biology; Computer science; Antibiotics; 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":[0.0009481529,0.0003855783,0.003012314,0.0002546588,0.00004555737,0.000001613748,0.0008249162,0.0006294079,0.00006407383],"category_scores_gemma":[0.0007406604,0.0001946304,0.0002584012,0.0005162942,0.001121043,0.00002292646,0.0002209114,0.000764909,0.00001410632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005356466,"about_ca_system_score_gemma":0.0001820864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001432247,"about_ca_topic_score_gemma":0.0008571355,"domain_scores_codex":[0.9966298,0.0008753777,0.001437844,0.000449343,0.00009442434,0.0005131954],"domain_scores_gemma":[0.9971337,0.001078674,0.001004411,0.0007341927,0.00003412032,0.0000148673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001422168,0.0009331783,0.1811554,0.04931185,0.001962417,0.0001830638,0.003123425,0.000007362184,0.003831071,0.0001467448,0.6626853,0.09523799],"study_design_scores_gemma":[0.002250435,0.0001489373,0.02353928,0.03981739,0.0004738886,0.00001063399,0.000182576,1.315878e-7,0.0003765287,0.00003305788,0.9328946,0.0002725658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01125726,0.9832265,0.00002775824,0.0003823051,0.002989667,0.001655666,0.0001677793,0.00000392031,0.0002891094],"genre_scores_gemma":[0.01292168,0.9844222,0.00002280412,0.00004494733,0.00003445657,0.00003631992,0.0001177587,0.00002552615,0.00237429],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2702092,"threshold_uncertainty_score":0.7936799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137455437936613,"score_gpt":0.2488067380398869,"score_spread":0.2350611942462256,"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."}}