{"id":"W4385987542","doi":"10.12688/gatesopenres.13623.2","title":"Programmatic mapping and estimating the population size of female sex workers, men who have sex with men, people who inject drugs and transgender populations in Kenya","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Centers for Disease Control and Prevention; U.S. President’s Emergency Plan for AIDS Relief; Bill and Melinda Gates Foundation","keywords":"Transgender; Men who have sex with men; Transgender women; Female sex; Demography; Human immunodeficiency virus (HIV); Population; Typology; Anal sex; Geography; Medicine; Estimation; Gerontology; Environmental health; Family medicine; Sociology; Gender studies; 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":[0.002924809,0.0004093914,0.0001563695,0.00183758,0.0007073481,0.0006345698,0.001066805,0.0003104835,0.002304947],"category_scores_gemma":[0.007039926,0.0003348869,0.0003833016,0.001922444,0.0003946507,0.0007668896,0.00161144,0.0003785199,0.0001960521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417301,"about_ca_system_score_gemma":0.002955256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06780852,"about_ca_topic_score_gemma":0.08894403,"domain_scores_codex":[0.9984258,0.001032421,0.00008720382,0.0001827908,0.0001283156,0.0001433751],"domain_scores_gemma":[0.9979373,0.0008820663,0.0006671896,0.0001233812,0.0002730024,0.0001171083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007126389,0.000097456,0.9418578,0.0003187917,0.00009375121,0.000259711,0.002972289,0.006881508,0.0005896032,0.001981883,0.001269527,0.04360643],"study_design_scores_gemma":[0.00003428424,0.0004342012,0.9388793,0.0006903955,0.0001259648,0.0005439962,0.01935651,0.0291888,0.001097759,0.002154318,0.007444707,0.00004986073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779782,0.0004793386,0.01260865,0.0005053804,0.00001664532,0.0007093897,0.004254681,0.00003475746,0.003413051],"genre_scores_gemma":[0.9656,0.0004427325,0.03045327,0.0000570539,0.000005770257,0.001025566,0.001895164,0.000005907061,0.0005145403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06780852,"threshold_uncertainty_score":0.1348276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1400175190210893,"score_gpt":0.4292433735369249,"score_spread":0.2892258545158357,"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."}}