{"id":"W4385575502","doi":"10.1136/bmjopen-2023-073849","title":"Correlates of <i>Neisseria gonorrhoeae</i> antimicrobial resistance: cross-sectional results from an open cohort sentinel surveillance network in Québec, Canada, 2016–2019","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ste. Anne's Hospital; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital Maisonneuve-Rosemont; Université de Montréal; Centre intégré universitaire de santé et de services sociaux de l'Est-de-l'Île-de-Montréal; Institut National de Santé Publique du Québec","funders":"Canadian Institutes of Health Research; Ministère de la Santé et des Services sociaux","keywords":"Cefixime; Medicine; Azithromycin; Ceftriaxone; Neisseria gonorrhoeae; Agar dilution; Men who have sex with men; Cohort; Internal medicine; Epidemiology; Gonorrhea; Cephalosporin; Antibiotic resistance; Minimum inhibitory concentration; Antimicrobial; Microbiology; Antibiotics; Syphilis; Immunology; Human immunodeficiency virus (HIV); Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001103182,0.0004630829,0.0003649136,0.0009530726,0.001461366,0.0009921787,0.00131732,0.0005553185,0.00187135],"category_scores_gemma":[0.002381692,0.0003740944,0.0005064546,0.00240126,0.0007187811,0.0004692173,0.0008537458,0.0006652834,0.0002895212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0155668,"about_ca_system_score_gemma":0.0122934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818004,"about_ca_topic_score_gemma":0.9862982,"domain_scores_codex":[0.9990053,0.0001108291,0.00007611592,0.000241687,0.0002737179,0.0002924742],"domain_scores_gemma":[0.996304,0.0001913924,0.00105363,0.0001406588,0.001587246,0.0007231334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003139303,0.00001646289,0.9980569,0.00001728212,0.00003790603,0.00002089006,0.0001582651,0.00004679574,0.00006884723,0.00001336586,0.0007305875,0.0008012647],"study_design_scores_gemma":[0.000004059827,0.00001790524,0.9992253,0.00001515309,0.00001136025,0.00002510666,0.0002814427,0.0001200569,0.00001738063,0.000003035246,0.000275993,0.0000032071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812183,0.0005897556,0.0001748852,0.000248913,0.00001433984,0.00008904848,0.01636357,0.00001634637,0.00128481],"genre_scores_gemma":[0.9945733,0.0002452196,0.0001654925,0.0001232454,0.000007920415,0.00003968048,0.00431113,0.000005055957,0.0005289427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01819956,"threshold_uncertainty_score":0.1129456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03835377626974794,"score_gpt":0.365882501331312,"score_spread":0.3275287250615641,"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."}}