{"id":"W4393057867","doi":"10.1093/ofid/ofae168","title":"Virological Suppression and its Predictors Among HIV/AIDS Patients on Antiretroviral Therapy in Ethiopia: Systematic Review and Meta-analysis","year":2024,"lang":"en","type":"review","venue":"Open Forum Infectious Diseases","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Antiretroviral therapy; Meta-analysis; Human immunodeficiency virus (HIV); Internal medicine; Virology; Viral load","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01534464,0.003081487,0.02178628,0.008319932,0.0007490202,0.003891052,0.002428396,0.002286989,0.003454883],"category_scores_gemma":[0.03786356,0.001550005,0.0358664,0.008259133,0.000718168,0.002102052,0.001588363,0.001945495,0.0002447599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00299069,"about_ca_system_score_gemma":0.005791202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007117815,"about_ca_topic_score_gemma":0.01563231,"domain_scores_codex":[0.9901653,0.004386753,0.00317496,0.0008622075,0.001091865,0.0003189955],"domain_scores_gemma":[0.9745601,0.01958705,0.003478886,0.0004765926,0.001654062,0.0002432786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0008415271,0.00003242327,0.003113557,0.5864745,0.3983195,0.000129077,0.00009301615,0.0003900639,0.000117906,0.000112811,0.0004891441,0.009886554],"study_design_scores_gemma":[0.0002978666,0.0001699749,0.003319827,0.05254938,0.9415784,0.0001032035,0.00006056382,0.000170701,0.00009402798,0.0001463084,0.001485945,0.0000237997],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002968811,0.9954422,0.000370884,0.000145585,0.00009983426,0.0003979541,0.0004049213,0.00001706161,0.0001527431],"genre_scores_gemma":[0.09998219,0.8938427,0.002163053,0.0007100362,0.0002329806,0.002058174,0.0007054681,0.00001966667,0.0002857537],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9782137,"threshold_uncertainty_score":0.08115113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05479219395075922,"score_gpt":0.3883645847568216,"score_spread":0.3335723908060624,"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."}}