{"id":"W4292582837","doi":"10.12688/gatesopenres.13623.1","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":2022,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":1,"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; Demography; Human immunodeficiency virus (HIV); Female sex; Transgender women; Population; Geography; Anal sex; Transgender people; Medicine; Environmental health; Gerontology; Sociology; Gender studies; Family medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006620547,0.0002030926,0.0005087452,0.0002378692,0.001584,0.0008273536,0.0007255711,0.0002156012,0.0001599929],"category_scores_gemma":[0.0003572387,0.0001506386,0.00003558556,0.0009413255,0.0004242692,0.0002145164,0.001096194,0.001196027,7.547858e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643652,"about_ca_system_score_gemma":0.0002991927,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1160069,"about_ca_topic_score_gemma":0.008003381,"domain_scores_codex":[0.995614,0.001763459,0.0004634001,0.0005751253,0.001034326,0.0005497256],"domain_scores_gemma":[0.9982038,0.0009786634,0.0001978344,0.0003696162,0.0001403843,0.000109766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000331852,0.0000373549,0.5865822,0.0002279064,0.00006963997,0.000002867971,0.4017795,0.004251156,0.000001805544,0.0002059535,0.00017736,0.006631031],"study_design_scores_gemma":[0.0004822495,0.00007341251,0.3029984,0.0008702987,0.00003020651,0.000001611114,0.651184,0.03726241,0.000005719992,0.006633611,0.0001934799,0.0002645669],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642424,0.00108483,0.00003635907,0.002866572,0.00002670433,0.004311711,0.000006980037,0.00002914038,0.02739529],"genre_scores_gemma":[0.9866418,0.0002422341,0.003137721,0.000006497362,0.00005326126,0.0004837008,0.00005530683,0.0000317852,0.00934771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2835838,"threshold_uncertainty_score":0.9997158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053160213284833,"score_gpt":0.4195156621325054,"score_spread":0.3141996408040221,"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."}}