{"id":"W2802294178","doi":"10.1136/sextrans-2017-053502","title":"Quality assurance for antimicrobial susceptibility testing of<i>Neisseria gonorrhoeae</i>in Latin American and Caribbean countries, 2013–2015","year":2018,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Public Health Agency of Canada","funders":"Saskatchewan Health Research Foundation","keywords":"Cefixime; Neisseria gonorrhoeae; Medicine; Etest; Penicillin; Spectinomycin; Microbiology; Ciprofloxacin; Antimicrobial; Tetracycline; Erythromycin; Antibiotics; Ceftriaxone; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007054008,0.0001736062,0.0002757285,0.00007558851,0.0001886833,0.0000445264,0.0001145047,0.0001142209,0.00001455243],"category_scores_gemma":[0.000782132,0.0001932663,0.00005947485,0.000365758,0.0004726514,0.0000162444,0.00002729882,0.00009982467,0.000002271685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002269741,"about_ca_system_score_gemma":0.0001810615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00278473,"about_ca_topic_score_gemma":0.02732548,"domain_scores_codex":[0.9984767,0.0001643019,0.0005510341,0.000495268,0.00004514495,0.000267523],"domain_scores_gemma":[0.9986777,0.0001937754,0.0002048135,0.0003650566,0.0004848318,0.00007385898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007363362,0.0001469775,0.3583727,0.00008394937,0.00002235105,3.433954e-8,0.0001829537,0.00001175517,0.6391908,0.00004788364,0.0002724347,0.001594503],"study_design_scores_gemma":[0.001136629,0.000854218,0.9487231,0.00003599683,0.00003102926,0.000005860449,0.0002245597,0.0002530655,0.03843236,0.000106791,0.009827551,0.0003688461],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991447,0.00003128305,0.007070589,0.0003069887,0.0002605538,0.000455763,0.0002288476,0.00004113366,0.0001578439],"genre_scores_gemma":[0.9943894,0.00002113506,0.005014829,0.0001127166,0.0001838021,0.00003150346,0.0001582419,0.00002155124,0.00006688607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6007584,"threshold_uncertainty_score":0.9904233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097864108606706,"score_gpt":0.3008754850758971,"score_spread":0.27989684398983,"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."}}