{"id":"W4241464060","doi":"10.21203/rs.2.22953/v2","title":"Epidemiology of viral hepatitis in men who have sex with men in Mediterranean Europe: a region-wide sero-surveillance in Rome (Italy)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Regione Lazio; Ministero della Salute","keywords":"Epidemiology; Mediterranean climate; Men who have sex with men; Epidemiological surveillance; Viral hepatitis; Virology; Medicine; Geography; Demography; Environmental health; Internal medicine; Human immunodeficiency virus (HIV); Sociology","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":[0.0005433047,0.0002171817,0.0002871472,0.001150899,0.0002020487,0.0004912862,0.0002589836,0.0003977843,0.001008494],"category_scores_gemma":[0.000664486,0.0002148953,0.0003799169,0.0006875232,0.0002878288,0.0002745067,0.000384944,0.0001446637,0.0002229814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003156045,"about_ca_system_score_gemma":0.0002417248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006530717,"about_ca_topic_score_gemma":0.007352161,"domain_scores_codex":[0.9997205,0.00008800819,0.00003692969,0.00008410624,0.00003436867,0.00003614337],"domain_scores_gemma":[0.9992995,0.00007053225,0.0003950681,0.00004347658,0.00006602635,0.0001254344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007929932,0.0000181168,0.996525,0.00004259481,0.00004761647,0.00007306629,0.000269139,0.00002718777,0.0004421331,0.000009464317,0.0001706023,0.002295781],"study_design_scores_gemma":[0.000002081695,0.00003887776,0.999613,0.000006992701,0.000006533922,0.00009728995,0.0000951612,0.000016429,0.00001130371,0.00000110702,0.0001103821,9.415341e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984988,0.0006334052,0.00004215943,0.00004535915,0.000004627095,0.00001268382,0.0003763096,0.000006266451,0.0003802927],"genre_scores_gemma":[0.9989167,0.0003419647,0.0001280591,0.00003994818,0.00001670172,0.00001540037,0.0003764786,0.000001826445,0.0001628993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006530717,"threshold_uncertainty_score":0.01298541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05306369782146394,"score_gpt":0.3047571518467891,"score_spread":0.2516934540253252,"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."}}