{"id":"W2982019590","doi":"10.1093/ofid/ofz405","title":"Optimizing Coverage vs Frequency for Sexually Transmitted Infection Screening of Men Who Have Sex With Men","year":2019,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"BlueDot (Canada)","funders":"National Institute of Allergy and Infectious Diseases; National Institute of Mental Health; Emory University; Center for AIDS Research, Emory University; Centers for Disease Control and Prevention; National Institutes of Health; Center for AIDS Research, University of Washington","keywords":"Medicine; Men who have sex with men; Internal medicine; Demography; Human immunodeficiency virus (HIV); Family medicine; Syphilis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004050682,0.000329727,0.00062445,0.0003199009,0.0004727348,0.0001338952,0.0003567801,0.0002027498,0.0007824],"category_scores_gemma":[0.0001666175,0.0002894076,0.0001548599,0.0003423238,0.0002216213,0.0009209533,0.0001663542,0.0003314195,0.00008833819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359567,"about_ca_system_score_gemma":0.0002576563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003571199,"about_ca_topic_score_gemma":0.0002736295,"domain_scores_codex":[0.9978281,0.0002815997,0.0004295837,0.0007290076,0.0001130965,0.0006185895],"domain_scores_gemma":[0.9982262,0.0003782056,0.00027156,0.0006526497,0.000404178,0.000067227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001617536,0.0009425443,0.9370614,0.0002129767,0.00145462,0.000003320419,0.0004574864,0.003115954,0.03802937,0.001275077,0.005024289,0.01080539],"study_design_scores_gemma":[0.03730083,0.02241187,0.7261837,0.0007721945,0.001306253,0.0004612612,0.003250688,0.002004437,0.1675233,0.00541751,0.0303673,0.003000662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8172179,0.0005606314,0.02505544,0.0002445944,0.0001698851,0.006012059,0.0003733124,0.0002254066,0.1501408],"genre_scores_gemma":[0.9884806,0.00007030754,0.0001723969,0.0000682777,0.00002854189,0.0005655499,0.0003183853,0.00007094904,0.01022498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2108777,"threshold_uncertainty_score":0.9999558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288307414016389,"score_gpt":0.2843252852435562,"score_spread":0.2714422111033923,"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."}}