{"id":"W4206986008","doi":"10.1097/olq.0000000000001604","title":"Molecular Surveillance and Prediction of Antimicrobial Resistance of Neisseria gonorrhoeae in Northern Alberta, Canada, 2015 to 2018","year":2022,"lang":"en","type":"article","venue":"Sexually Transmitted Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hospital Edmonton; University of Alberta; Alberta Health Services; Lakehead University","funders":"","keywords":"Neisseria gonorrhoeae; Cephalosporin; Ciprofloxacin; Microbiology; Azithromycin; Medicine; Agar dilution; Antibiotic resistance; Antimicrobial; Virology; Minimum inhibitory concentration; Biology; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001672892,0.0001320731,0.0002765716,0.000182021,0.00009705473,0.000003895555,0.0001776887,0.00004468958,0.0001252223],"category_scores_gemma":[0.0001312517,0.0001455913,0.00003694748,0.0004564431,0.0001439488,0.00005435726,0.00004982571,0.0001796803,0.000002251033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160914,"about_ca_system_score_gemma":0.0006530908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2458311,"about_ca_topic_score_gemma":0.7265009,"domain_scores_codex":[0.9986236,0.0003554337,0.0003450069,0.0003692199,0.00005478132,0.000251973],"domain_scores_gemma":[0.9992691,0.0001555481,0.00008472664,0.0003225973,0.0001275401,0.00004043094],"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":[0.001235525,0.0004792319,0.4383445,0.0001308598,0.0001510514,0.000004245194,0.0004069144,0.001599818,0.5551603,0.00005153463,0.002003329,0.0004326166],"study_design_scores_gemma":[0.001124647,0.0002442458,0.971382,0.00002276383,0.00002683771,0.00001115981,0.0003220187,0.000003551203,0.02032097,0.00002506949,0.006361002,0.000155733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951192,0.002173828,0.00004341261,0.0005022636,0.0002284249,0.0004214544,0.001385564,0.00001270005,0.0001131641],"genre_scores_gemma":[0.9992072,0.00002529588,0.00001164624,0.00004633699,0.000007383537,0.00005335653,0.0002019701,0.00001720097,0.0004296328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5348394,"threshold_uncertainty_score":0.759191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006011009321514718,"score_gpt":0.2289255507397469,"score_spread":0.2229145414182321,"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."}}