{"id":"W3092826228","doi":"10.1101/2020.10.16.20213959","title":"HIV testing by public health centers and municipalities, and new HIV cases during the COVID-19 pandemic in Japan","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"JST-Mirai Program; Japan Society for the Promotion of Science; Japan Agency for Medical Research and Development","keywords":"Pandemic; Public health; Medicine; Quarter (Canadian coin); Demography; Coronavirus disease 2019 (COVID-19); Human immunodeficiency virus (HIV); Men who have sex with men; Environmental health; Epidemiology; Family medicine; Geography; Internal medicine; Infectious disease (medical specialty); Disease; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018867,0.0002592109,0.0005327824,0.0002398179,0.0002315575,0.0001387808,0.0002603073,0.0001177253,0.0001157982],"category_scores_gemma":[0.005807566,0.0001996843,0.00009122564,0.0002627774,0.0002461729,0.00007652833,0.0007896063,0.001244141,0.000006970344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000358152,"about_ca_system_score_gemma":0.001024524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01290422,"about_ca_topic_score_gemma":0.002466585,"domain_scores_codex":[0.9975345,0.0004364386,0.0005382219,0.0005576223,0.0003284644,0.000604796],"domain_scores_gemma":[0.9974325,0.000571748,0.0001688126,0.0004476917,0.00004316854,0.001336116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004853504,0.00005730666,0.9610434,0.001908526,0.00007553992,0.0001098267,0.004018703,0.000002370447,0.000381377,0.00004004169,0.02977961,0.002534767],"study_design_scores_gemma":[0.0129261,0.003057884,0.6131878,0.007158907,0.0001971138,0.004327061,0.02502551,0.009991291,0.00008236241,0.0008510276,0.3216746,0.001520316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9291514,0.006137977,0.0001209038,0.06309585,0.00003707779,0.0007366313,0.0002415334,0.0001002571,0.0003783628],"genre_scores_gemma":[0.9856866,0.00221413,0.0001514085,0.001999793,0.0001570462,0.00007535221,0.0002137292,0.00004052684,0.009461441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3478555,"threshold_uncertainty_score":0.9936689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.229828706343191,"score_gpt":0.3927009907581744,"score_spread":0.1628722844149834,"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."}}