{"id":"W4367047726","doi":"10.1093/inthealth/ihad031","title":"HIV testing among women of reproductive age in 28 sub-Saharan African countries: a multilevel modelling","year":2023,"lang":"en","type":"article","venue":"International Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Developing country; Human immunodeficiency virus (HIV); Demography; Multilevel model; Medicine; Economic growth; Virology; Economics; Sociology; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.001144364,0.00008998967,0.0002502462,0.000564868,0.00005332722,0.00001413511,0.000144077,0.00003365485,0.0001240239],"category_scores_gemma":[0.001036596,0.00008758371,0.00006054606,0.0004872,0.0001022668,0.0001244815,0.00006077161,0.0002511858,0.00008390538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005521253,"about_ca_system_score_gemma":0.0003027138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717314,"about_ca_topic_score_gemma":0.0001820608,"domain_scores_codex":[0.9982177,0.00006545106,0.0005552371,0.0002952218,0.0004901042,0.0003762916],"domain_scores_gemma":[0.9989591,0.0002051575,0.0001561069,0.000191179,0.0003200057,0.0001684268],"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":[0.002198372,0.002386226,0.7108111,0.002692953,0.0006938013,0.0008452535,0.05667055,0.01455128,0.004830938,0.003572988,0.09349532,0.1072512],"study_design_scores_gemma":[0.002345368,0.00143788,0.1734816,0.002329533,0.000005660886,0.00002116601,0.002767483,0.8083413,0.0006578025,0.001634987,0.006792068,0.000185221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869446,0.00008991131,0.002381232,0.003855999,0.00008726866,0.0004588159,0.0001440373,0.0000721365,0.005966044],"genre_scores_gemma":[0.9877709,0.0001405707,0.001070892,0.0000768824,0.0001507253,0.00009565068,0.00009145613,0.00001808134,0.0105849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.79379,"threshold_uncertainty_score":0.357156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09023077653473556,"score_gpt":0.3885008916930755,"score_spread":0.29827011515834,"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."}}