{"id":"W4387808185","doi":"10.12688/gatesopenres.14819.1","title":"Expanding options for HIV testing: A process evaluation of a community-led HIV self-testing intervention among men who have sex with men in Kenya","year":2023,"lang":"en","type":"preprint","venue":"Gates Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Kenya; Men who have sex with men; Intervention (counseling); Human immunodeficiency virus (HIV); Family medicine; Test (biology); General partnership; Environmental health; Nursing; Business; Finance","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":[0.01590943,0.001356974,0.0008074055,0.0008933783,0.002867121,0.001699209,0.002256742,0.001485992,0.003408229],"category_scores_gemma":[0.01366583,0.0007140954,0.00117159,0.0006908209,0.001661483,0.001396329,0.002463254,0.001899412,0.0002620998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004822217,"about_ca_system_score_gemma":0.0143768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01079625,"about_ca_topic_score_gemma":0.02001264,"domain_scores_codex":[0.988158,0.007878105,0.0005880009,0.0005451987,0.001267031,0.001563566],"domain_scores_gemma":[0.989748,0.005178669,0.001259028,0.0003637527,0.001021035,0.002429549],"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":[0.0252333,0.3476274,0.01669165,0.007881099,0.0004844223,0.0007934148,0.03070046,0.005881952,0.006759937,0.001506537,0.001824152,0.5546157],"study_design_scores_gemma":[0.08052706,0.7631789,0.08537345,0.0035334,0.001694112,0.0002743711,0.0256958,0.008567666,0.01424666,0.002172286,0.01449014,0.0002460746],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737452,0.0002887916,0.001250044,0.0006492955,0.00005754489,0.0211387,0.0001425156,0.00007520874,0.002652681],"genre_scores_gemma":[0.9521976,0.0009385097,0.0210077,0.0005883479,0.00007377516,0.02360439,0.0001941134,0.00002153377,0.001374216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01590943,"threshold_uncertainty_score":0.08413815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3100177326435702,"score_gpt":0.5134232173268777,"score_spread":0.2034054846833075,"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."}}