{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009183147,0.0003836231,0.0001719987,0.002141627,0.0007250731,0.0008255772,0.0008818818,0.0002540038,0.0006692334],"category_scores_gemma":[0.002401513,0.0001988289,0.0001949516,0.002231079,0.0004380531,0.0001966055,0.0004407243,0.0003342802,0.0001297635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01847635,"about_ca_system_score_gemma":0.01908111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9851687,"about_ca_topic_score_gemma":0.9877661,"domain_scores_codex":[0.9991354,0.0000534434,0.0000494856,0.0001076511,0.0004538869,0.0002001783],"domain_scores_gemma":[0.9976287,0.0001268581,0.0003488161,0.00004363531,0.001558149,0.00029384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001049667,0.00001887548,0.9833375,0.00004920986,0.00002878519,0.0001445216,0.0002833101,0.000511292,0.0006960083,0.00006961663,0.001238445,0.01351751],"study_design_scores_gemma":[0.00000511627,0.00002295183,0.9964982,0.00003935309,0.0000189255,0.000124852,0.0005271736,0.0006959066,0.0002679235,0.00001711062,0.001777278,0.000005095891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845226,0.003782593,0.0007113991,0.0007165976,0.00003806932,0.00008112018,0.005210826,0.0000678962,0.004869019],"genre_scores_gemma":[0.994321,0.001161394,0.001131722,0.0001540128,0.0000131714,0.00001170878,0.002122544,0.000006508536,0.001077912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01847635,"threshold_uncertainty_score":0.134056,"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."}}