{"id":"W3046430567","doi":"10.1136/sextrans-2020-054551","title":"Undetectable equals untransmittable (U = U): awareness and associations with health outcomes among people living with HIV in 25 countries","year":2020,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Council Of Aids Service Organizations","funders":"ViiV Healthcare","keywords":"Medicine; Human immunodeficiency virus (HIV); Odds ratio; Logistic regression; Demography; Odds; Health care; Reproductive health; Gerontology; Family medicine; Environmental health; Population; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009692647,0.0002518659,0.000142693,0.0007943768,0.0003730447,0.0006207837,0.0002696457,0.0003929006,0.001642226],"category_scores_gemma":[0.002726713,0.000250006,0.0003850023,0.0008022617,0.0004575754,0.0006393602,0.0009877551,0.0006763989,0.0001369072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002619037,"about_ca_system_score_gemma":0.0002351067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008298926,"about_ca_topic_score_gemma":0.008327356,"domain_scores_codex":[0.9995426,0.0001866821,0.00005972457,0.0000638219,0.00005668318,0.00009054672],"domain_scores_gemma":[0.9975936,0.0003083836,0.001728393,0.00005517278,0.0001103639,0.0002040948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003724714,0.00003484472,0.9969839,0.00004701829,0.00003889995,0.00002693663,0.00044998,0.00002966937,0.00004224269,0.00002382137,0.0001521495,0.002133275],"study_design_scores_gemma":[0.000004539363,0.00007914943,0.9979241,0.00006704307,0.00003156819,0.00008166673,0.001414004,0.000087978,0.00004345435,0.00002143238,0.0002399991,0.0000050768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980429,0.0004387244,0.00005434302,0.0001674981,0.000008038407,0.00001389193,0.0005883434,0.000002998153,0.0006831145],"genre_scores_gemma":[0.9994766,0.0001531817,0.00004815246,0.00003430259,0.000005812521,0.00001013801,0.000176523,6.448373e-7,0.0000945569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008298926,"threshold_uncertainty_score":0.01650125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801148660568248,"score_gpt":0.2997312863659075,"score_spread":0.281719799760225,"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."}}