{"id":"W4200432969","doi":"10.1099/acmi.0.000279","title":"Characteristics of patients with suspected COVID-19 pneumonia and repeatedly negative RT-PCR","year":2021,"lang":"en","type":"article","venue":"Access Microbiology","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Serology; Medicine; Internal medicine; Pneumonia; Context (archaeology); Coronavirus disease 2019 (COVID-19); Epidemiology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Immunology; Gastroenterology; Virology; Antibody; Biology; Disease; Infectious disease (medical specialty)","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":[0.0001048934,0.0001702453,0.0004701655,0.0001363395,0.00007131528,0.00002645649,0.0001670873,0.0001539579,0.00006533897],"category_scores_gemma":[0.000778306,0.0001317752,0.00004068444,0.000387033,0.0003704691,0.00007968132,0.0002399026,0.0002387108,0.000009807305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000914846,"about_ca_system_score_gemma":0.0005939793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002252904,"about_ca_topic_score_gemma":0.0001277182,"domain_scores_codex":[0.9987317,0.0001330718,0.0003066795,0.0004337995,0.00008593473,0.0003087779],"domain_scores_gemma":[0.9985877,0.000262295,0.000153345,0.0003421402,0.0005832849,0.00007129365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006939032,0.000171591,0.6961442,0.0001499107,0.000116278,0.0001511081,0.0001947339,2.983326e-8,0.3017035,0.00003365792,0.0002006507,0.0004404683],"study_design_scores_gemma":[0.003665821,0.0005565165,0.7514118,0.00005648858,0.00009038956,0.0001432988,0.00007941492,0.000003942381,0.2215265,0.00006758545,0.02221228,0.0001860137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983059,0.0001383084,0.00005316309,0.000541969,0.00007555077,0.0003328741,0.0001683065,0.0000370877,0.0003468233],"genre_scores_gemma":[0.9812549,0.00002081625,0.0001078344,0.01830326,0.00003884664,0.00001495654,0.0001885197,0.00002128808,0.00004956052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08017703,"threshold_uncertainty_score":0.5373638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682334956421713,"score_gpt":0.3315979999987085,"score_spread":0.3047746504344914,"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."}}