{"id":"W1987288751","doi":"10.1371/journal.pone.0101240","title":"Cost-Effectiveness of Enhanced Syphilis Screening among HIV-Positive Men Who Have Sex with Men: A Microsimulation Model","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Syphilis Diagnosis and Treatment","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario HIV Treatment Network; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Microsimulation; Men who have sex with men; Syphilis; Human immunodeficiency virus (HIV); Medicine; Cost effectiveness; Demography; Virology; Risk analysis (engineering); Sociology","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":[0.002243136,0.001028832,0.001480094,0.001014232,0.0006928149,0.001269439,0.001894871,0.001983308,0.00560931],"category_scores_gemma":[0.007306204,0.0006512822,0.001651671,0.0006865044,0.001213068,0.0009674127,0.001071062,0.001206231,0.000267127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005732497,"about_ca_system_score_gemma":0.003969194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.103709,"about_ca_topic_score_gemma":0.04038987,"domain_scores_codex":[0.9992415,0.0004015779,0.00001959243,0.00008454045,0.00004422674,0.0002087181],"domain_scores_gemma":[0.9950588,0.00371711,0.0005027128,0.00008932569,0.0002864144,0.0003455895],"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":[0.0001363226,0.0000467139,0.001648793,0.00001972009,0.0000545922,0.0000507135,0.00001867895,0.9940317,0.0001042811,0.003038369,0.0002052716,0.0006447787],"study_design_scores_gemma":[0.0000754651,0.00008336291,0.0006650538,0.000008534277,0.00005214708,0.00001203113,0.00002826408,0.9975067,0.00005051536,0.001387838,0.0001206724,0.000009538222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920627,0.0006066242,0.06122744,0.00249766,0.00007638905,0.0003426726,0.002317447,0.0001446098,0.01216011],"genre_scores_gemma":[0.9900151,0.0002797697,0.004171576,0.0001720412,0.00001851345,0.0002725309,0.0003464077,0.00001390428,0.00471017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.103709,"threshold_uncertainty_score":0.2062108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04245907326612624,"score_gpt":0.2756875022573823,"score_spread":0.2332284289912561,"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."}}