{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002096689,0.0002643316,0.0005509512,0.0006108345,0.0003022084,0.00006544513,0.0001521314,0.0001489531,0.00003163122],"category_scores_gemma":[0.0006805526,0.0002607139,0.0000923676,0.0007190333,0.0007397137,0.0008295446,0.0005499563,0.0002588391,0.000001122196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000356839,"about_ca_system_score_gemma":0.0006974667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001266846,"about_ca_topic_score_gemma":0.0001666952,"domain_scores_codex":[0.9980406,0.0002783948,0.0005030239,0.0006013904,0.0002249717,0.0003516434],"domain_scores_gemma":[0.9985957,0.0001876814,0.0002076736,0.0004539413,0.0003460915,0.0002089015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008763486,0.0003296787,0.9899225,0.0008758214,0.0001774884,0.00002720967,0.0001224608,0.0001723979,0.004714966,0.001328097,0.0001675554,0.001285522],"study_design_scores_gemma":[0.002957754,0.0004648521,0.9888311,0.001311588,0.0002409958,0.00001032791,0.0006959477,0.0001848802,0.004075937,0.0008336146,0.0001618888,0.0002311057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927551,0.003550407,0.00004451467,0.0002071259,0.00007658937,0.0023882,0.0002226838,0.0000681676,0.0006872567],"genre_scores_gemma":[0.9989744,0.0001556025,0.00001781935,0.0001097677,0.00002497856,0.0005315171,0.00002966948,0.00002943275,0.000126823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006219335,"threshold_uncertainty_score":0.9999845,"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."}}