{"id":"W4414516725","doi":"10.1016/j.lanmic.2025.101181","title":"WHO global gonococcal antimicrobial surveillance programmes, 2019–22: a retrospective observational study","year":2025,"lang":"en","type":"article","venue":"The Lancet Microbe","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"National Institutes of Health; World Health Organization","keywords":"Observational study; Antimicrobial; Retrospective cohort study; Antimicrobial stewardship; Antibiotics; Gonorrhea; Antibiotic resistance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001351901,0.0002756003,0.0005697811,0.00009010849,0.0005770491,0.0001047379,0.0007849922,0.0001817678,0.0002615451],"category_scores_gemma":[0.0004965128,0.0002053895,0.0001335901,0.0009822921,0.0005586729,0.0001302907,0.0004440476,0.0007722322,0.000609039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003703047,"about_ca_system_score_gemma":0.000297915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007662469,"about_ca_topic_score_gemma":0.000460132,"domain_scores_codex":[0.9973769,0.0007551638,0.0003794327,0.0006974008,0.00006221829,0.0007288625],"domain_scores_gemma":[0.998212,0.0002215933,0.0001248882,0.001007872,0.0004146843,0.00001898236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004388844,0.0008070424,0.7256809,0.00001675296,0.000580184,0.000002998082,0.0001865968,0.00001351552,0.06701749,0.002921621,0.2001882,0.002145773],"study_design_scores_gemma":[0.002065444,0.0001757066,0.8819826,0.00002606441,0.00003079382,0.0000447011,0.0001208795,0.000001810042,0.005054539,0.0005459078,0.1097596,0.0001919048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825913,0.001398753,0.0002482285,0.006107518,0.001219227,0.001841335,0.0003097749,0.0002245794,0.00605929],"genre_scores_gemma":[0.9897377,0.00008222787,0.00008585821,0.0005428098,0.0002538279,0.0001293173,0.0001375186,0.00001683974,0.00901385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1563017,"threshold_uncertainty_score":0.8375542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04495736754451408,"score_gpt":0.3515749272511977,"score_spread":0.3066175597066836,"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."}}