{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.04527131,0.0003773084,0.0007781756,0.005726335,0.003172598,0.002048358,0.0009744501,0.0003691475,0.00001859324],"category_scores_gemma":[0.01285387,0.0003825813,0.00008603164,0.00911275,0.003761495,0.000427042,0.004791252,0.01599367,0.000005551769],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496932,"about_ca_system_score_gemma":0.007236576,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007979974,"about_ca_topic_score_gemma":0.008468644,"domain_scores_codex":[0.9829106,0.01078066,0.000818131,0.0008607113,0.002336957,0.002292883],"domain_scores_gemma":[0.9863837,0.005072364,0.00009504093,0.001520638,0.006137747,0.0007905295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004092163,0.0171061,0.7034273,0.044932,0.0001652635,0.0005270729,0.1083022,0.00009668917,0.001507692,0.001791405,0.0008618596,0.1208732],"study_design_scores_gemma":[0.007178106,0.008009849,0.07830228,0.04852852,0.00004280033,0.0001687886,0.6294289,0.2171848,0.0006005325,0.0009708801,0.008493207,0.001091324],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771982,0.007615348,0.0002109528,0.0009874289,0.00002148974,0.005606467,0.00005839712,0.0001465437,0.00815519],"genre_scores_gemma":[0.9677242,0.000634159,0.02733649,0.000009021456,0.00007279708,0.002874273,0.0006873935,0.00006871099,0.0005929686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6251251,"threshold_uncertainty_score":0.9998626,"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."}}