{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002683509,0.0006737781,0.000596145,0.0006566469,0.0003197247,0.0008985591,0.001064971,0.001340954,0.004008054],"category_scores_gemma":[0.01125386,0.0005381018,0.00114156,0.0004189951,0.0005411085,0.001202592,0.00078984,0.0008502298,0.0001650746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00325432,"about_ca_system_score_gemma":0.00223329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02594651,"about_ca_topic_score_gemma":0.01460652,"domain_scores_codex":[0.9986985,0.0007658648,0.00002893225,0.0001634101,0.00007247587,0.000270762],"domain_scores_gemma":[0.9961046,0.002636111,0.0006962799,0.000123807,0.0001983741,0.0002407638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003776592,0.0002343198,0.02425949,0.00007976749,0.0001384714,0.00008940021,0.00005019572,0.9667197,0.0005073602,0.002330686,0.000345036,0.004867951],"study_design_scores_gemma":[0.0002226449,0.0008423387,0.0138015,0.00005407691,0.0002321672,0.00009888894,0.0001191119,0.980528,0.0005294348,0.002871027,0.0006775592,0.00002315559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797378,0.0003070137,0.01347707,0.001104431,0.00002963675,0.0002263289,0.0005911008,0.00006071528,0.004465858],"genre_scores_gemma":[0.997166,0.00009038261,0.001987755,0.00008356801,0.000006475925,0.00007110964,0.0001061439,0.000003587512,0.0004849423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02594651,"threshold_uncertainty_score":0.05159092,"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."}}