{"id":"W3034547664","doi":"10.1128/mbio.01157-20","title":"Previremic Identification of Ebola or Marburg Virus Infection Using Integrated Host-Transcriptome and Viral Genome Detection","year":2020,"lang":"en","type":"article","venue":"mBio","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NHLBI Division of Intramural Research; National Institute of Allergy and Infectious Diseases; Intelligence Advanced Research Projects Activity; Public Health Agency of Canada; National Institutes of Health; Public Health Agency","keywords":"Ebola virus; Marburg virus; Virology; Filoviridae; Viremia; Virus; Biology; Viral replication; Ebolavirus; Disease; Host (biology); Viral disease; Medicine; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007391347,0.0005881002,0.0005042725,0.0009972294,0.0003625138,0.001063818,0.0002765805,0.0009001134,0.002147507],"category_scores_gemma":[0.0008977173,0.0003213256,0.000333396,0.0004034713,0.0003661898,0.0005196901,0.0005516699,0.0009533436,0.001267563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514521,"about_ca_system_score_gemma":0.000217171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004208128,"about_ca_topic_score_gemma":0.001336548,"domain_scores_codex":[0.9993931,0.00009289852,0.00002928394,0.0002366029,0.0001648766,0.00008323161],"domain_scores_gemma":[0.9996901,0.00009361556,0.00007989087,0.00003873663,0.00006410761,0.00003359699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008618437,0.00003964351,0.003119161,0.00005315385,0.00001176729,0.00003710928,0.0001003683,0.00005614535,0.9929994,0.0001336731,0.00007464029,0.003288865],"study_design_scores_gemma":[0.00001090031,0.0006462569,0.05336951,0.00004893666,0.00008126439,0.0004995096,0.0004181872,0.004585264,0.9295852,0.0007898511,0.009931941,0.00003331212],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8513,0.002237824,0.1293283,0.0002401693,0.0001991706,0.0005205192,0.007164307,0.001434222,0.007575395],"genre_scores_gemma":[0.8025891,0.0023922,0.1682866,0.0006391433,0.000120275,0.001023231,0.009904311,0.0003842901,0.01466079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002147507,"threshold_uncertainty_score":0.007184088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05151271959734544,"score_gpt":0.3257634602964625,"score_spread":0.274250740699117,"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."}}