{"id":"W4234402522","doi":"10.12688/wellcomeopenres.15401.2","title":"Trends and predictors of HIV positivity and time since last test at voluntary counselling and testing encounters among adults in Kilifi, Kenya, 2006-2017","year":2021,"lang":"en","type":"preprint","venue":"Wellcome Open Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"African Academy of Sciences; New Partnership for Africa's Development; Wellcome Trust; Wellcome; National Institutes of Health; International AIDS Vaccine Initiative; Government of the United Kingdom; Alliance for Accelerating Excellence in Science in Africa; United States Agency for International Development","keywords":"Demography; Human immunodeficiency virus (HIV); Educational attainment; Medicine; Population; Test (biology); Gerontology; Gynecology; Biology; Family medicine; Sociology; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003978732,0.0003441752,0.0009123873,0.00106041,0.0003098065,0.0004350504,0.0005432067,0.0003208231,0.0002879685],"category_scores_gemma":[0.001495814,0.0003320524,0.00009533288,0.0007467324,0.001227857,0.0003617061,0.002519434,0.00199303,0.00001347008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000247642,"about_ca_system_score_gemma":0.0003297793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009480632,"about_ca_topic_score_gemma":0.004654576,"domain_scores_codex":[0.995576,0.0006480814,0.0007098243,0.00118521,0.001084094,0.0007967952],"domain_scores_gemma":[0.9958907,0.001930771,0.0001835696,0.0007383399,0.0006687736,0.0005877836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006434585,0.0005516609,0.9705852,0.002122795,0.000150838,0.0005446209,0.001798754,0.00001011175,0.005881849,0.000004132737,0.01039604,0.00731052],"study_design_scores_gemma":[0.003274592,0.002638549,0.9322349,0.0215067,0.0000779711,0.0001821159,0.0009418686,0.03636673,0.00119746,0.00005098657,0.001064926,0.0004632177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980457,0.002831128,0.00001185098,0.0007381309,0.00003355154,0.001278412,0.0006848703,0.00001912021,0.01394595],"genre_scores_gemma":[0.9648953,0.003523091,0.0004309427,0.00001291817,0.00009785599,0.0001161815,0.0005355858,0.00005405162,0.03033408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03835034,"threshold_uncertainty_score":0.9999132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05026113394468586,"score_gpt":0.3544690217900956,"score_spread":0.3042078878454098,"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."}}