{"id":"W3084816459","doi":"10.12688/gatesopenres.13158.2","title":"Mapping virtual platforms to estimate the population size of men who have sex with men (MSM) who use internet to find sexual partners: implications to enhance HIV prevention among MSM in Kenya","year":2020,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Men who have sex with men; The Internet; Psychological intervention; Population; Demography; Human immunodeficiency virus (HIV); Geography; Psychology; Medicine; Computer science; Virology; Sociology; World Wide Web; Psychiatry","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":[0.002530123,0.0005386926,0.0002930838,0.00273633,0.0009503944,0.001046548,0.0008974262,0.0005159343,0.002815257],"category_scores_gemma":[0.009004237,0.0003977976,0.000559013,0.002192292,0.0003629196,0.001753588,0.001928495,0.0004403333,0.0004572335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007617134,"about_ca_system_score_gemma":0.001396725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05668702,"about_ca_topic_score_gemma":0.08109555,"domain_scores_codex":[0.998512,0.0009837078,0.00006739922,0.0001314988,0.0001715271,0.0001339066],"domain_scores_gemma":[0.9972128,0.001141305,0.0009014983,0.0001345166,0.0004088556,0.0002011369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001439197,0.0001827777,0.9196702,0.0004038439,0.0001432038,0.000167209,0.003045273,0.003098423,0.000724113,0.0008875885,0.002502867,0.06903062],"study_design_scores_gemma":[0.00006530883,0.000686447,0.9153876,0.001270678,0.0002365096,0.0003888781,0.02647972,0.04271651,0.00117658,0.002596525,0.008892879,0.0001024206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799168,0.001026976,0.007700159,0.0009099055,0.00004280146,0.00109378,0.003890783,0.00004431336,0.005374531],"genre_scores_gemma":[0.9747806,0.0007903349,0.02090952,0.0001076068,0.0000176524,0.001111217,0.00130631,0.000007288743,0.0009694424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05668702,"threshold_uncertainty_score":0.1127142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156975499073345,"score_gpt":0.4734349135538413,"score_spread":0.3577373636465068,"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."}}