{"id":"W3199062759","doi":"10.1016/s2468-2667(21)00161-4","title":"Barriers to eliminating HIV transmission in England by 2030","year":2021,"lang":"en","type":"article","venue":"The Lancet Public Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Scopus; Medicine; Psychological intervention; Public health; Transmission (telecommunications); Human immunodeficiency virus (HIV); Treatment as prevention; Incidence (geometry); HIV diagnosis; Family medicine; Demography; Environmental health; Gerontology; MEDLINE; Antiretroviral therapy; Viral load; Political science; Psychiatry; Computer science; Pathology","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":[0.01263253,0.00031358,0.0009334485,0.0009173454,0.0009393682,0.002975399,0.001661758,0.001415603,0.01608238],"category_scores_gemma":[0.05063455,0.0005465809,0.001043264,0.001021774,0.001019472,0.003241288,0.003598662,0.002218389,0.001522992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007703407,"about_ca_system_score_gemma":0.01628985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3087412,"about_ca_topic_score_gemma":0.2780414,"domain_scores_codex":[0.9889659,0.00524491,0.001762851,0.0004747819,0.002330659,0.001220805],"domain_scores_gemma":[0.9747999,0.01196646,0.004424997,0.0006202252,0.005127397,0.00306102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001456372,0.0003277174,0.1981843,0.02788357,0.001177388,0.002872348,0.03186928,0.003757766,0.001551692,0.05482262,0.3113413,0.3647557],"study_design_scores_gemma":[0.0005239171,0.000848896,0.48619,0.04050741,0.0008399435,0.003251815,0.02809782,0.003577324,0.0008953627,0.02984764,0.4050233,0.0003965254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2206541,0.2263465,0.003803008,0.4486547,0.003116201,0.0006460522,0.02107419,0.0002901312,0.07541515],"genre_scores_gemma":[0.8918975,0.05340251,0.003684194,0.03912386,0.0005223941,0.0005815857,0.004304956,0.0001026664,0.006380416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3087412,"threshold_uncertainty_score":0.6138882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05932375341401473,"score_gpt":0.3818740843327618,"score_spread":0.3225503309187471,"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."}}