{"id":"W4412759809","doi":"10.1136/bmjph-2025-002661","title":"To whom should we prescribe doxy-PEP? A retrospective review of public health surveillance data for bacterial STI diagnoses among gay, bisexual, and other men who have sex with men in Ottawa, Canada","year":2025,"lang":"en","type":"review","venue":"BMJ Public Health","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Public Health; University of Ottawa","funders":"","keywords":"Men who have sex with men; Medical diagnosis; Public health; Medicine; Family medicine; Gerontology; Syphilis; Human immunodeficiency virus (HIV); Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01424292,0.0007562446,0.004629844,0.0009024041,0.0004098563,0.0001581483,0.0013625,0.0004238237,0.0002138871],"category_scores_gemma":[0.008873566,0.0005927504,0.0001135182,0.001553895,0.0004813113,0.0003938283,0.0007724148,0.001178342,0.00000468148],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002286211,"about_ca_system_score_gemma":0.0443988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5587909,"about_ca_topic_score_gemma":0.7179551,"domain_scores_codex":[0.9878031,0.005703045,0.002262697,0.00213408,0.0003334855,0.001763563],"domain_scores_gemma":[0.9924414,0.002116068,0.001473916,0.002919716,0.0006540154,0.0003949051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003256546,0.0003028867,0.01252116,0.096673,0.000651792,0.000003682945,0.0002247488,1.323905e-7,4.763672e-7,0.0001456588,0.5178005,0.3716434],"study_design_scores_gemma":[0.0007639271,0.0007372961,0.008727833,0.02485428,0.00003691915,0.00005652686,0.0001896225,0.000001533467,5.848863e-7,0.000003588998,0.9641815,0.0004463524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006098958,0.9452664,0.0001626015,0.02604901,0.0002609994,0.01577203,0.01104789,0.00005172879,0.001328305],"genre_scores_gemma":[0.00009752002,0.988031,0.00009712375,0.0008431438,0.0001861358,0.002834802,0.003296304,0.0001028551,0.004511066],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4463811,"threshold_uncertainty_score":0.9996524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2166648907055794,"score_gpt":0.4506222452939832,"score_spread":0.2339573545884038,"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."}}