{"id":"W4408245472","doi":"10.1002/jia2.26425","title":"Community leadership is key to effective HIV service engagement for female sex workers in Africa","year":2025,"lang":"en","type":"article","venue":"Journal of the International AIDS Society","topic":"Sex work and related issues","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Sex workers; Human immunodeficiency virus (HIV); Men who have sex with men; Sex work; Community engagement; Key (lock); Service (business); Public relations; Family medicine; Environmental health; Population; Political science; Research methodology","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":[0.007039149,0.0007224325,0.0006926447,0.0006916631,0.01088031,0.007694977,0.002550422,0.003467661,0.02797882],"category_scores_gemma":[0.01655006,0.0004410437,0.0005519302,0.0004976796,0.003815036,0.005319007,0.0183724,0.008802002,0.003738894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002428564,"about_ca_system_score_gemma":0.03067307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004916925,"about_ca_topic_score_gemma":0.01108227,"domain_scores_codex":[0.9895314,0.005001645,0.0001563897,0.0003989463,0.001199945,0.003711687],"domain_scores_gemma":[0.9805251,0.00188417,0.001072933,0.0002279154,0.001233538,0.01505635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001383801,0.001316146,0.0173268,0.002488974,0.0001021901,0.002655109,0.09183669,0.000282586,0.002497426,0.02103605,0.2809548,0.5793649],"study_design_scores_gemma":[0.000138129,0.0009578272,0.01971977,0.00847617,0.00006259145,0.001556171,0.1768818,0.0004862112,0.0005356537,0.04037568,0.7507151,0.0000949563],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08929445,0.01787643,0.007328971,0.7763616,0.006995645,0.001165257,0.0003070203,0.0004351344,0.1002354],"genre_scores_gemma":[0.805533,0.01779701,0.01358255,0.1301846,0.003725231,0.00155417,0.0003676348,0.000222921,0.02703276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02797882,"threshold_uncertainty_score":0.09359843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07885536903965866,"score_gpt":0.3522531306168454,"score_spread":0.2733977615771867,"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."}}