{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002614216,0.0006846312,0.0008338971,0.002217093,0.0008467626,0.001258551,0.000681919,0.0009576068,0.001518731],"category_scores_gemma":[0.006281307,0.0009090343,0.0009274684,0.004681722,0.0007589199,0.001631968,0.001540803,0.00101771,0.0004933761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00162551,"about_ca_system_score_gemma":0.002469202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02444112,"about_ca_topic_score_gemma":0.02090822,"domain_scores_codex":[0.996578,0.0008443586,0.0006417228,0.000682197,0.0006600098,0.0005935549],"domain_scores_gemma":[0.9932199,0.0008674561,0.003794856,0.0005826758,0.0007662592,0.0007688593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006362156,0.00003426252,0.9989053,0.00003929506,0.00004664607,0.00006835081,0.000100149,0.00001757552,0.00002228659,0.00001148326,0.0002357803,0.0004552992],"study_design_scores_gemma":[0.00003698302,0.0002839672,0.9968177,0.0001031843,0.000113338,0.0006686026,0.001044705,0.0001444328,0.00004432024,0.00002032991,0.0007087834,0.00001354043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913949,0.001305062,0.0002362393,0.0001147549,0.00002024945,0.000240681,0.005670233,0.00001385677,0.001004108],"genre_scores_gemma":[0.9937201,0.0005943097,0.0002382871,0.0002811186,0.00002356508,0.0002816707,0.004730234,0.000007839525,0.0001229399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02444112,"threshold_uncertainty_score":0.04859769,"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."}}