{"id":"W2898722889","doi":"10.1371/journal.pone.0205056","title":"Micro-planning at scale with key populations in Kenya: Optimising peer educator ratios for programme outreach and HIV/STI service utilisation","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Sex work and related issues","field":"Social Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Outreach; Condom; Medicine; Population; Men who have sex with men; Peer education; Demography; Service delivery framework; Family medicine; Environmental health; Human immunodeficiency virus (HIV); Service (business); Health education; Nursing; Public health; Business; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002960938,0.00008621169,0.0001300783,0.00007051617,0.000611035,0.0001020923,0.00007096132,0.0001025302,0.00003615634],"category_scores_gemma":[0.0001019095,0.0000764368,0.00001248099,0.0002892959,0.0001239786,0.00017083,0.00001793357,0.00007772903,0.00001500574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009166836,"about_ca_system_score_gemma":0.0000746966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009005379,"about_ca_topic_score_gemma":0.003176581,"domain_scores_codex":[0.9991034,0.00005095765,0.0001413265,0.0002044755,0.0002346639,0.0002651479],"domain_scores_gemma":[0.9994227,0.00006438759,0.00006545471,0.00008974905,0.0002720377,0.00008562808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001147522,0.0006580808,0.673682,0.00006558749,0.00007018373,9.878834e-7,0.3209921,0.00005354129,0.002789184,0.0001903317,0.0005143684,0.0008689099],"study_design_scores_gemma":[0.01015352,0.001411978,0.3233751,0.005779351,0.00172178,0.0000145304,0.5510033,0.02548037,0.04044717,0.004153073,0.03342279,0.003037042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991645,0.0002008794,0.00008091638,0.005586339,0.00005654677,0.0006165939,0.000002790555,0.00006213236,0.001748779],"genre_scores_gemma":[0.955344,0.00000854996,0.04085929,0.0001093151,0.000317134,0.00004928392,0.00006437649,0.00001560329,0.003232495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3503069,"threshold_uncertainty_score":0.4699649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1144207614023137,"score_gpt":0.3298352499506334,"score_spread":0.2154144885483197,"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."}}