{"id":"W4410854659","doi":"10.1097/qad.0000000000004183","title":"Trends in population HIV viral suppression: a longitudinal analysis","year":2025,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada)","funders":"National Institute of Mental Health","keywords":"Human immunodeficiency virus (HIV); Demography; Population; Psychological intervention; Medicine; Coronavirus disease 2019 (COVID-19); Cohort; Viral load; Longitudinal study; Cohort study; Rural population; Virology; Environmental health; Internal medicine; Disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001503101,0.00006318848,0.0002032139,0.001432561,0.00004080579,0.00001692976,0.0000590457,0.00004807526,0.002289656],"category_scores_gemma":[0.00009021245,0.00005206835,0.0002423308,0.001920659,0.00002197129,0.00008683867,0.00003867335,0.000144866,0.00003414295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006692221,"about_ca_system_score_gemma":0.00001793456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005488271,"about_ca_topic_score_gemma":0.0002400581,"domain_scores_codex":[0.9992333,0.00005427944,0.0002035463,0.0001685537,0.000168961,0.0001713685],"domain_scores_gemma":[0.9996464,0.00002248627,0.00001853754,0.0002099382,0.00003716759,0.00006543198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007407882,0.0001370624,0.9329424,0.00001666072,0.000213292,0.00002028091,0.00003223309,0.000009797482,0.0003038398,0.0009416068,0.02249532,0.04281343],"study_design_scores_gemma":[0.0007134717,0.0003812781,0.9904547,0.00009711975,0.0002535893,0.000001662379,0.00003642885,0.005277783,0.0002535958,0.000190951,0.002295272,0.00004414035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504346,0.0002144998,0.002177438,0.001705523,0.00003675873,0.00008126845,0.00001512872,0.00003369151,0.04530115],"genre_scores_gemma":[0.8976206,0.000006626137,0.0002556855,0.00003399961,0.00003141348,0.00001540415,0.000270787,0.00000321172,0.1017623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05751231,"threshold_uncertainty_score":0.9986224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317657659176638,"score_gpt":0.3763831111384869,"score_spread":0.3532065345467206,"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."}}