{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003278918,0.0002792806,0.0006546836,0.0003503589,0.0005783113,0.0001307135,0.00009435976,0.0001093962,0.0004194586],"category_scores_gemma":[0.0001999713,0.0002216262,0.0000861479,0.001433676,0.0001707975,0.0005204471,0.00001952898,0.000579776,0.00001946177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721471,"about_ca_system_score_gemma":0.0008187289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005310028,"about_ca_topic_score_gemma":0.04950682,"domain_scores_codex":[0.9977151,0.0001965774,0.00049558,0.0004524604,0.0004482908,0.0006920592],"domain_scores_gemma":[0.9984795,0.0004684096,0.0001138026,0.0002231789,0.000229593,0.0004855071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004787069,0.0004403293,0.9921712,0.0004588091,0.0002980203,0.00001167522,0.004640458,0.0001806569,0.00005524525,0.0004030516,0.0007165081,0.0005762076],"study_design_scores_gemma":[0.003224694,0.005062566,0.9828277,0.0007793561,0.0001404518,0.00003722514,0.003899617,0.002420642,0.00005610447,0.00002496293,0.001204517,0.0003222083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830485,0.0003868271,0.09624982,0.01511338,0.00002807997,0.001369804,0.0002649562,0.0003577336,0.003180903],"genre_scores_gemma":[0.9960241,0.0001701636,0.0005060598,0.0007596434,0.00003796861,0.0002028007,0.00009819653,0.00005505784,0.00214601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1129756,"threshold_uncertainty_score":0.9678372,"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."}}