{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07814128,0.0005841494,0.0004951676,0.005346379,0.00173361,0.003435453,0.002958744,0.0006001808,0.00140028],"category_scores_gemma":[0.0719213,0.0006015861,0.0007243669,0.005280061,0.001589797,0.001158576,0.00285774,0.0007764454,0.0003849818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01248998,"about_ca_system_score_gemma":0.02629348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2414203,"about_ca_topic_score_gemma":0.1744667,"domain_scores_codex":[0.9477067,0.01481,0.008738975,0.003441271,0.02299356,0.002309452],"domain_scores_gemma":[0.8307879,0.009052091,0.04677985,0.01000702,0.09971137,0.003661761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005088428,0.0002134531,0.7351229,0.002745087,0.0002399705,0.000281442,0.006535777,0.0009412183,0.009223584,0.0009969681,0.01182774,0.231363],"study_design_scores_gemma":[0.0000470926,0.000401398,0.9258156,0.001954657,0.0001079012,0.0003199443,0.002990888,0.0008607411,0.006305895,0.0001528987,0.06098034,0.00006255008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.756867,0.04731555,0.05466315,0.01793955,0.0009932682,0.01183402,0.0309822,0.002378013,0.07702732],"genre_scores_gemma":[0.907869,0.007858954,0.0547514,0.003214448,0.0002094491,0.002978052,0.01769547,0.0002217479,0.005201419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2414203,"threshold_uncertainty_score":0.4800302,"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."}}