{"id":"W4230582118","doi":"10.12688/gatesopenres.13158.1","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":7,"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; Demography; Population; Human immunodeficiency virus (HIV); Geography; Medicine; Psychology; Computer science; Family medicine; Sociology; World Wide Web; Nursing","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":[0.002465743,0.0005348351,0.0002929312,0.002743607,0.0009351175,0.001037999,0.0008767362,0.0005067968,0.002745743],"category_scores_gemma":[0.008682185,0.0003901234,0.0005433521,0.00213989,0.0003558431,0.001725462,0.001894454,0.0004244428,0.0004410843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007641504,"about_ca_system_score_gemma":0.00136032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05516674,"about_ca_topic_score_gemma":0.07925408,"domain_scores_codex":[0.998555,0.0009510995,0.00006524719,0.0001306654,0.0001672939,0.0001307777],"domain_scores_gemma":[0.9973158,0.001099578,0.0008701766,0.0001279642,0.0003929009,0.0001935344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001424203,0.00017921,0.9195305,0.0003971469,0.0001400008,0.0001664921,0.002955091,0.003194713,0.0007267236,0.0009012243,0.002423408,0.06924316],"study_design_scores_gemma":[0.00006325735,0.0006856898,0.915617,0.001234276,0.0002313401,0.0003826636,0.02577105,0.0435088,0.001158714,0.002521279,0.008725952,0.00009993711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980333,0.00102849,0.007558012,0.000853479,0.00004094523,0.001067386,0.003835979,0.00004261636,0.005240115],"genre_scores_gemma":[0.9751195,0.0007903768,0.02063434,0.0001021936,0.00001721043,0.001074141,0.001306777,0.000006860386,0.0009485064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05516674,"threshold_uncertainty_score":0.1096913,"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."}}