{"id":"W4411781537","doi":"10.1093/ofid/ofaf366","title":"Viral Etiologies of Acute Respiratory Illness in Older Adults and of Congestive Heart Failure and Chronic Obstructive Pulmonary Disease Exacerbations Requiring Hospitalization During 2 Prepandemic Respiratory Seasons","year":2025,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Respiratory viral infections research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Respiratory system; Pandemic; COPD; Respiratory illness; Etiology; Coronavirus disease 2019 (COVID-19); Intensive care medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Emergency medicine; Asthma exacerbations; Respiratory failure; Asthma; Internal medicine; Virology; Disease; Infectious disease (medical specialty)","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":[0.0005677723,0.0002764722,0.0002355363,0.0006368494,0.0004160606,0.0003317015,0.0002807766,0.0003279146,0.000934284],"category_scores_gemma":[0.001021553,0.0002185244,0.0002603686,0.0005255788,0.0001562981,0.0003425296,0.0004574397,0.000368325,0.0001425569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606537,"about_ca_system_score_gemma":0.0003264881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006020545,"about_ca_topic_score_gemma":0.01391979,"domain_scores_codex":[0.9995685,0.00008767751,0.00007827675,0.0001107427,0.00008820267,0.00006659735],"domain_scores_gemma":[0.9990808,0.00005383122,0.0006168134,0.00003714246,0.00008256588,0.0001289055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002619097,0.000012566,0.9991703,0.000008605612,0.00001342316,0.0000263943,0.0000402953,0.000006808509,0.0001293073,0.000005491438,0.00005552046,0.0005052475],"study_design_scores_gemma":[0.000001722653,0.0000366597,0.9995905,0.000007675633,0.000005217094,0.0001246063,0.00009838659,0.00003195623,0.00002065767,0.000004663097,0.00007710942,8.406122e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986234,0.0002723914,0.00004868326,0.00002824229,0.000006468681,0.00002090724,0.0006537493,0.000001656719,0.0003445532],"genre_scores_gemma":[0.9989785,0.0001469133,0.0001150332,0.00003958475,0.00001419617,0.00002253439,0.0005620735,6.292352e-7,0.0001204977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006020545,"threshold_uncertainty_score":0.011971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104261807679461,"score_gpt":0.3188745573958857,"score_spread":0.3084483766279396,"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."}}