{"id":"W4405052869","doi":"10.2139/ssrn.5042367","title":"WHO Global Gonococcal Antimicrobial Surveillance Programme Reports High Resistance to the Last Gonorrhoea Treatment Options, 2019-22: A Retrospective Observational Study","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Observational study; Antibiotic resistance; Medicine; Antimicrobial; Retrospective cohort study; Intensive care medicine; Internal medicine; Antibiotics; Microbiology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009863517,0.0003804737,0.0005132479,0.0009901852,0.0007342243,0.001164826,0.0004631072,0.0009723216,0.003555252],"category_scores_gemma":[0.005151921,0.0006424981,0.0007253824,0.001728415,0.0004786815,0.000842613,0.0007038258,0.001054931,0.0008848074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006022267,"about_ca_system_score_gemma":0.001091941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01508574,"about_ca_topic_score_gemma":0.01210408,"domain_scores_codex":[0.9987026,0.0003023108,0.0001828624,0.0003036886,0.0002407122,0.0002677343],"domain_scores_gemma":[0.9953329,0.0007977726,0.002271125,0.000467609,0.0005650868,0.000565469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006621307,0.00002592565,0.9991519,0.00001298255,0.00003265018,0.00004804908,0.00007153402,0.000006331283,0.00003564563,0.000009317013,0.0001788101,0.000360632],"study_design_scores_gemma":[0.000007951338,0.000124238,0.9984792,0.00002318908,0.00003873154,0.0004779107,0.0005040599,0.00004646131,0.00002521403,0.00001387286,0.0002528276,0.000006350209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959217,0.0004094305,0.00008977627,0.00006355299,0.00001413859,0.00002447837,0.002571797,0.000006582492,0.0008984891],"genre_scores_gemma":[0.9981682,0.0001734236,0.00006490962,0.0001037681,0.00001439895,0.00001792467,0.001241371,0.000006617737,0.0002092572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01508574,"threshold_uncertainty_score":0.02999592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922336578776406,"score_gpt":0.319958996092542,"score_spread":0.2907356303047779,"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."}}