{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001444088,0.0002620464,0.0002204211,0.0006062317,0.0002213974,0.000543955,0.0004808604,0.0003366489,0.001327237],"category_scores_gemma":[0.003953878,0.0001726757,0.0002950151,0.001251102,0.0002996603,0.0007268556,0.0008419529,0.000321668,0.0001357803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416165,"about_ca_system_score_gemma":0.001662126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0704338,"about_ca_topic_score_gemma":0.04209372,"domain_scores_codex":[0.9993457,0.0002776288,0.00003599278,0.00007792855,0.0001048346,0.0001579338],"domain_scores_gemma":[0.9993414,0.0002831274,0.0001973637,0.0000305224,0.0001000043,0.00004755672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009906813,0.0001064977,0.9072236,0.000373784,0.000188825,0.0007585939,0.001891551,0.02694999,0.0003751205,0.005785204,0.00317157,0.05307615],"study_design_scores_gemma":[0.00003634765,0.0001775033,0.9132209,0.0004773929,0.0001675189,0.0007772421,0.003851373,0.06751513,0.0005634681,0.004005249,0.009185926,0.00002181753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858169,0.001914631,0.002421432,0.00129921,0.00002319127,0.0000610364,0.003546152,0.00005327844,0.004864209],"genre_scores_gemma":[0.9975381,0.0006216842,0.0007368853,0.00007757757,0.000006249649,0.00003756447,0.0007486405,0.000003084415,0.0002302327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0704338,"threshold_uncertainty_score":0.1400477,"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."}}