{"id":"W4376605354","doi":"10.1089/vim.2023.0059.editorial","title":"How Can We Predict Disease Severity in Viral Infections?","year":2023,"lang":"en","type":"editorial","venue":"Viral Immunology","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Download; Viral infection; Disease; Coronavirus disease 2019 (COVID-19); Library science; Infectious disease (medical specialty); Immunology; Virology; Medicine; Biology; Gerontology; Virus; Internal medicine; World Wide Web; Computer science","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":[0.03092777,0.00505881,0.006750416,0.004287992,0.003326517,0.008774732,0.004021934,0.022702,0.006032913],"category_scores_gemma":[0.0857191,0.001743513,0.003554277,0.001734742,0.004611588,0.0078831,0.002561451,0.04224336,0.006432365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004449442,"about_ca_system_score_gemma":0.005453168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003389107,"about_ca_topic_score_gemma":0.008631186,"domain_scores_codex":[0.9885032,0.00394645,0.001852617,0.001020982,0.004110156,0.0005666024],"domain_scores_gemma":[0.9044718,0.05094087,0.003913641,0.001898881,0.02937686,0.009397984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007438252,0.00002020449,0.0001586179,0.0003506515,0.000075204,0.00008338675,0.00002026932,0.00002911353,0.00002933345,0.0004788262,0.9892021,0.009477908],"study_design_scores_gemma":[0.0004685686,0.000165986,0.002213382,0.002616351,0.0005840692,0.0004845007,0.0002462232,0.0007752492,0.0001490733,0.007510731,0.9846776,0.0001082065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003213724,0.008835316,0.0001270645,0.07830143,0.912155,0.00001372721,0.00004190703,0.00002333394,0.0004700938],"genre_scores_gemma":[0.0004179333,0.004953688,0.0001613526,0.0426718,0.9500135,0.00002853341,0.00002380982,0.00001829517,0.001711035],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03092777,"threshold_uncertainty_score":0.1635637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618863679470607,"score_gpt":0.3090421477225058,"score_spread":0.2928535109277998,"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."}}