{"id":"W3098387331","doi":"10.2196/21688","title":"Availability and Quality of Surveillance and Survey Data on HIV Prevalence Among Sex Workers, Men Who Have Sex With Men, People Who Inject Drugs, and Transgender Women in Low- and Middle-Income Countries: Review of Available Data (2001-2017)","year":2020,"lang":"en","type":"review","venue":"JMIR Public Health and Surveillance","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Joint United Nations Programme on HIV/AIDS; World Health Organization; Global Fund to Fight AIDS, Tuberculosis and Malaria","keywords":"Men who have sex with men; Medicine; Demography; Data quality; Human immunodeficiency virus (HIV); Data collection; Environmental health; Gerontology; Family medicine; Syphilis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04448612,0.0008347621,0.003191604,0.0185594,0.0005234016,0.003916918,0.002441458,0.001366155,0.001557348],"category_scores_gemma":[0.1179775,0.001407862,0.002774636,0.02265128,0.002070901,0.003587642,0.002446269,0.001298803,0.0003185384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002175736,"about_ca_system_score_gemma":0.00972741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02059054,"about_ca_topic_score_gemma":0.03513737,"domain_scores_codex":[0.9514505,0.0182807,0.01599183,0.003365892,0.009915304,0.0009958181],"domain_scores_gemma":[0.7420025,0.1582368,0.0537924,0.004530934,0.03958977,0.001847533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003815115,0.00006320202,0.1224976,0.4752276,0.006982289,0.0002155318,0.003380377,0.0005598771,0.0002649718,0.0008458106,0.01773982,0.3718414],"study_design_scores_gemma":[0.00009224439,0.0003580433,0.2844955,0.5548561,0.01504186,0.001287124,0.00652061,0.0004744439,0.0005523445,0.0006818473,0.1354505,0.0001893395],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006605139,0.9851636,0.0003723056,0.001284401,0.0001646007,0.0001175908,0.005505044,0.00001441602,0.0007729846],"genre_scores_gemma":[0.08105001,0.9106453,0.001569866,0.001014301,0.0002311427,0.0002783023,0.005089974,0.00002199298,0.00009900186],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04448612,"threshold_uncertainty_score":0.2352679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1515574874963261,"score_gpt":0.3922315700989092,"score_spread":0.2406740826025831,"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."}}