{"id":"W4401757550","doi":"10.12688/gatesopenres.13623.4","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":2024,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"U.S. President’s Emergency Plan for AIDS Relief","keywords":"Transgender; Female sex; Sex workers; Demography; Transgender people; Men who have sex with men; Transgender women; Male to female; Population; Medicine; Psychology; Gender studies; Sociology; Human immunodeficiency virus (HIV); Research methodology; Family medicine; Epidemiology; Internal medicine","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":[0.002448713,0.000380952,0.0001516123,0.001523867,0.0006965001,0.0005989487,0.0009905527,0.000285049,0.002781422],"category_scores_gemma":[0.005897249,0.0003313434,0.0004242379,0.001944276,0.0003556096,0.0006808518,0.001523495,0.0003630906,0.0002461953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001529437,"about_ca_system_score_gemma":0.002958041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08627206,"about_ca_topic_score_gemma":0.1106911,"domain_scores_codex":[0.9987154,0.0007903385,0.00008105108,0.000157418,0.0001119438,0.0001438671],"domain_scores_gemma":[0.9982983,0.0006820471,0.0005490671,0.0001115428,0.0002538261,0.0001051338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006875422,0.00008679851,0.9412138,0.0003221996,0.00008618745,0.0002702581,0.002889924,0.006529851,0.0006463992,0.002231057,0.001868502,0.04378619],"study_design_scores_gemma":[0.00003779107,0.0003490075,0.9464648,0.0005818637,0.0001208111,0.0005768606,0.01766793,0.02278436,0.00119489,0.001911699,0.008262907,0.00004699956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760146,0.0003550737,0.01139089,0.0005403867,0.00001621601,0.000855045,0.00679594,0.00004093393,0.003991054],"genre_scores_gemma":[0.9622877,0.0004063648,0.03242889,0.00006585741,0.000005976344,0.001350714,0.002659732,0.000007046247,0.0007877162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08627206,"threshold_uncertainty_score":0.1715398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09866366024844063,"score_gpt":0.4200200145847044,"score_spread":0.3213563543362637,"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."}}