{"id":"W4247430505","doi":"10.21203/rs.3.rs-861094/v2","title":"Engaging MSM Communities in HIV Self-Testing Research and Programming in Kenya: Collaborations, Tacit Knowledge, and a Community-Based Programme Science Approach","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Tacit knowledge; Human immunodeficiency virus (HIV); Knowledge management; Sociology; Public relations; Political science; Computer science; Medicine; Family 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":[0.05294963,0.00056895,0.0005957525,0.001635077,0.009527613,0.006718606,0.001947705,0.002571629,0.006725505],"category_scores_gemma":[0.0593652,0.0006575221,0.0003297884,0.001064676,0.0055452,0.008469259,0.01418152,0.002768888,0.0003624142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003982543,"about_ca_system_score_gemma":0.02643402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007694126,"about_ca_topic_score_gemma":0.01889044,"domain_scores_codex":[0.961135,0.03474783,0.0004655865,0.0007801435,0.001350897,0.001520558],"domain_scores_gemma":[0.9492618,0.04285735,0.00162876,0.0009106071,0.0009925258,0.004348902],"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":[0.0007678273,0.00783974,0.03452841,0.00290808,0.0002119441,0.0008629304,0.3083579,0.001262645,0.001752471,0.07034609,0.005966421,0.5651956],"study_design_scores_gemma":[0.001625889,0.005797951,0.05107127,0.01198282,0.0005649246,0.0006727732,0.6380734,0.007276155,0.003978831,0.208688,0.07001457,0.0002534689],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7918194,0.004771905,0.03819762,0.077886,0.0004919324,0.0055114,0.0002038971,0.0001153508,0.08100249],"genre_scores_gemma":[0.9605382,0.002137706,0.02950959,0.001965988,0.00006052459,0.003178704,0.00004377954,0.0000168073,0.00254859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05294963,"threshold_uncertainty_score":0.2800277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2554570048377233,"score_gpt":0.4674723953221832,"score_spread":0.2120153904844599,"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."}}