{"id":"W4281483185","doi":"10.1111/irv.13004","title":"Predictors of all‐cause mortality among patients hospitalized with influenza, respiratory syncytial virus, or SARS‐CoV‐2","year":2022,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Respiratory viral infections research","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Public Health Ontario; University of Toronto; Institute for Clinical Evaluative Sciences; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Context (archaeology); Respiratory system; Medicine; Virus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pneumonia; Virology; Influenza A virus; Coronavirus disease 2019 (COVID-19); Intensive care medicine; Immunology; Internal medicine; Biology; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004724048,0.000295187,0.0002500613,0.0003177311,0.0003467285,0.0004389313,0.0004309993,0.0003261045,0.001143472],"category_scores_gemma":[0.001790918,0.0001624217,0.0004775611,0.0005442213,0.0002456246,0.0002454633,0.0004619699,0.0005698237,0.0001170533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008235443,"about_ca_system_score_gemma":0.001586577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06001655,"about_ca_topic_score_gemma":0.1049323,"domain_scores_codex":[0.9996403,0.00004769096,0.00003632672,0.00008604248,0.00008632662,0.0001033422],"domain_scores_gemma":[0.9989668,0.0001035094,0.0004758917,0.00006631966,0.0001365597,0.0002508888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000190818,0.00000433376,0.9997371,0.000001587531,0.00001216109,0.000009815421,0.000007560453,0.00001800904,0.00003496969,0.000002741042,0.00003518045,0.0001175494],"study_design_scores_gemma":[0.000003561493,0.0000136428,0.9996542,0.000002751415,0.000009939771,0.00004076546,0.00005737197,0.0001565954,0.00001842523,0.000007068022,0.0000345,0.000001187606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991615,0.00008494511,0.00003740657,0.00005222631,0.000003288824,0.000004017602,0.0005200031,0.000001780386,0.0001348666],"genre_scores_gemma":[0.999368,0.00003377928,0.00003274681,0.00001231651,0.000004877946,0.000003256511,0.0004993023,6.269954e-7,0.00004499072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06001655,"threshold_uncertainty_score":0.1193344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1643795555283979,"score_gpt":0.414141082870537,"score_spread":0.2497615273421391,"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."}}