{"id":"W3173637387","doi":"10.1002/jia2.25729","title":"A decade and beyond: learnings from HIV programming with underserved and marginalized key populations in Kenya","year":2021,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"Sex work and related issues","field":"Social Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Condom; Men who have sex with men; Human immunodeficiency virus (HIV); Reproductive health; Population; Environmental health; Economic growth; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004195143,0.00005943513,0.0001148806,0.00002593373,0.000219616,0.0001451343,0.0001566416,0.00007104872,0.00005514543],"category_scores_gemma":[0.00016683,0.00003939449,0.00008778017,0.0001894067,0.0001488245,0.0001892931,0.00004634221,0.0002968329,4.251549e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009919766,"about_ca_system_score_gemma":0.0001306901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003995534,"about_ca_topic_score_gemma":0.0004817647,"domain_scores_codex":[0.9991227,0.0001050543,0.0001922445,0.00009081896,0.0003876667,0.0001015218],"domain_scores_gemma":[0.999411,0.0001261716,0.0001970894,0.00004155891,0.0001725796,0.00005159658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000735272,0.0001133007,0.863107,0.00000532153,0.0003580755,0.00002851563,0.1200741,0.0002823051,0.0005934829,0.006104002,0.001730329,0.007529954],"study_design_scores_gemma":[0.004777877,0.0001330145,0.3416594,0.0007914795,0.0002662065,0.0001432853,0.4116833,0.001276203,0.0003924563,0.04058101,0.1979038,0.0003918988],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768135,0.00119608,0.0001810686,0.0207594,0.000224196,0.00004808573,0.000001151046,0.000006002098,0.0007705353],"genre_scores_gemma":[0.9803129,0.0005864822,0.01671314,0.000343557,0.0001632926,0.000001028124,0.000002434794,0.000006163054,0.001871013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5214476,"threshold_uncertainty_score":0.1689131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02970308122541732,"score_gpt":0.3029815764151482,"score_spread":0.2732784951897309,"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."}}