{"id":"W4312065314","doi":"10.1186/s12916-022-02639-z","title":"Mapping age- and sex-specific HIV prevalence in adults in sub-Saharan Africa, 2000–2018","year":2022,"lang":"en","type":"article","venue":"BMC Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McGill University; McMaster University; Research Canada; University of British Columbia; York University; University of Waterloo; Université de Montréal; University of Saskatchewan","funders":"National Center for Advancing Translational Sciences; Fogarty International Center; National Institute on Drug Abuse; European and Developing Countries Clinical Trials Partnership; Wellcome Trust; Bill and Melinda Gates Foundation","keywords":"Medicine; Demography; Psychological intervention; Epidemiology; Seroprevalence; Men who have sex with men; Disease burden; Pre-exposure prophylaxis; Young adult; Environmental health; Human immunodeficiency virus (HIV); Gerontology; Population; Immunology; Syphilis; Serology","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":[0.0009178214,0.0003848695,0.0002227782,0.001893976,0.0002875463,0.0004879038,0.0003879555,0.0001863277,0.0007813657],"category_scores_gemma":[0.003526727,0.000152534,0.000413977,0.002648947,0.0002006752,0.0004496211,0.0008184134,0.0002417631,0.0002424829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000479702,"about_ca_system_score_gemma":0.0006830231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03761991,"about_ca_topic_score_gemma":0.03270059,"domain_scores_codex":[0.9996274,0.0001207504,0.00004552185,0.00009538473,0.00005393479,0.00005702731],"domain_scores_gemma":[0.9991098,0.0001738101,0.0003524378,0.00006383736,0.0002258811,0.00007416685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006193064,0.00001867722,0.984084,0.0001014082,0.00007693498,0.00007948427,0.0009562316,0.00104191,0.0002385685,0.0001477364,0.001182558,0.01201073],"study_design_scores_gemma":[0.000009175596,0.00003397881,0.9927164,0.00007851384,0.00004937833,0.0001509246,0.001810092,0.001987384,0.000180421,0.0001953158,0.002781079,0.000007315144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823481,0.0005939341,0.001290095,0.0001746568,0.00001211241,0.00005329592,0.01433994,0.00004782169,0.001140071],"genre_scores_gemma":[0.9913912,0.0004750678,0.002603296,0.00003115091,0.00001099172,0.0001300052,0.005162961,0.000006866585,0.0001885344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03761991,"threshold_uncertainty_score":0.07480192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04761514142868104,"score_gpt":0.3050171208601777,"score_spread":0.2574019794314967,"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."}}