{"id":"W2990434624","doi":"10.1097/qad.0000000000002386","title":"National HIV testing and diagnosis coverage in sub-Saharan Africa","year":2019,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Population; Medicine; Developing country; Human immunodeficiency virus (HIV); Demography; Sample (material); HIV diagnosis; Antiretroviral therapy; Environmental health; Viral load; Gerontology; Family medicine; Economic growth; Sociology; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002155386,0.00004862444,0.0001020123,0.000144697,0.000023693,0.00001633311,0.00003513934,0.00002834977,0.0006051544],"category_scores_gemma":[0.001063194,0.00004297684,0.00003419365,0.0002259139,0.00002324602,0.00008876471,0.00003159135,0.0001265066,0.000366078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004006628,"about_ca_system_score_gemma":0.0000510199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003881943,"about_ca_topic_score_gemma":0.000006233018,"domain_scores_codex":[0.9993744,0.00002778245,0.0001162213,0.0001214577,0.0002095856,0.0001504895],"domain_scores_gemma":[0.9994802,0.0002824072,0.00001487667,0.00007339582,0.00007484358,0.0000742382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002005553,0.0001120269,0.916688,0.00006072848,0.00001807326,0.00001584937,0.00005724281,0.000002316808,0.004366592,0.0002179424,0.05967521,0.01876597],"study_design_scores_gemma":[0.003120987,0.002815939,0.9158619,0.0007372464,0.00001825576,0.0000334038,0.00004641094,0.004519179,0.002433973,0.001336034,0.06890745,0.0001691915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9171206,0.0006817229,0.00004246146,0.0005101893,0.00001543783,0.0001977897,0.00002469784,0.00001633324,0.08139082],"genre_scores_gemma":[0.989741,0.0001592367,0.0003623511,0.00007597794,0.00004174501,0.00003999517,0.00001548102,0.000006959704,0.009557242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07262047,"threshold_uncertainty_score":0.6626016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520292299997981,"score_gpt":0.3136960302024375,"score_spread":0.2784931072024577,"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."}}