{"id":"W2667778739","doi":"10.1017/s0950268817001157","title":"Occult HIV infection in a large sample of health-care users in Lombardy, Italy in 2014–2015: implications for control strategies","year":2017,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"Fondazione IRCCS Policlinico San Matteo","keywords":"Medicine; Confidence interval; Human immunodeficiency virus (HIV); Population; Demography; HIV screening; Family medicine; Immunology; Internal medicine; Environmental health; Men who have sex with men","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002230636,0.000488916,0.0004263927,0.001578321,0.0004705314,0.001169101,0.001074374,0.0006317328,0.001183466],"category_scores_gemma":[0.005445851,0.0005090078,0.0004931142,0.001503684,0.0009178262,0.0007035653,0.001166356,0.000590492,0.0002943823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219289,"about_ca_system_score_gemma":0.0007568907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09295987,"about_ca_topic_score_gemma":0.07136115,"domain_scores_codex":[0.9983749,0.0008649772,0.00009145469,0.000288832,0.0001631915,0.0002166439],"domain_scores_gemma":[0.9976546,0.0005771572,0.001144662,0.0002354878,0.0001856148,0.0002023614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004530851,0.00001464122,0.997918,0.00002209741,0.0000281032,0.00004987255,0.000251016,0.00007523008,0.0000420599,0.00002374625,0.000168295,0.001361569],"study_design_scores_gemma":[0.000003222736,0.00003416273,0.9990382,0.00002226877,0.00001708796,0.00006883531,0.0002260909,0.0003758873,0.00001362569,0.00001196289,0.0001860289,0.000002698676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974741,0.001011002,0.0001979013,0.0002712853,0.000009177473,0.00002891365,0.0005636542,0.000006497868,0.0004374002],"genre_scores_gemma":[0.9986725,0.0003794835,0.0002307581,0.0000684848,0.00002448608,0.00003201277,0.0004382888,0.00000331118,0.0001506096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09295987,"threshold_uncertainty_score":0.1848376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06252091099321933,"score_gpt":0.4455963565605071,"score_spread":0.3830754455672878,"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."}}