{"id":"W4391338451","doi":"10.22541/au.170665846.65418385/v1","title":"RSV-associated hospitalization in adults in the USA: burden, management strategies and outcomes","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Young adult; Disease; Pediatrics; Intensive care unit; Emergency department; Retrospective cohort study; Comorbidity; Emergency medicine; Intensive care medicine; Internal medicine","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":[0.0003542793,0.0001476526,0.000164762,0.0004741071,0.0002992552,0.0004080638,0.000172422,0.0002686992,0.0007982966],"category_scores_gemma":[0.001075139,0.00007714964,0.0001810711,0.0008583381,0.0001499064,0.0003786253,0.0004546244,0.0003326829,0.0001235983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004514886,"about_ca_system_score_gemma":0.0007352182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01759624,"about_ca_topic_score_gemma":0.02657931,"domain_scores_codex":[0.9997295,0.00006167671,0.00005198918,0.00004210573,0.00006285317,0.00005198759],"domain_scores_gemma":[0.9992728,0.00005913587,0.0003953917,0.00001513609,0.0001080982,0.0001495851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001427031,0.00002469481,0.9969681,0.00001720061,0.00001233672,0.00004625092,0.00007273308,0.00001915756,0.00003525292,0.00001162493,0.0004148831,0.002363562],"study_design_scores_gemma":[0.000003179407,0.00004111008,0.9986967,0.00004140179,0.00000956176,0.0001976959,0.000509525,0.0001102054,0.00001863075,0.00001976004,0.0003505322,0.000001692002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955583,0.00144292,0.00005459023,0.0005944137,0.00001540747,0.00001833438,0.001292234,0.000006173074,0.001017658],"genre_scores_gemma":[0.9973284,0.001170592,0.00009602194,0.000190652,0.00003571769,0.00001504941,0.001082789,0.000001005542,0.00007972822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01759624,"threshold_uncertainty_score":0.03498763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03898092760521641,"score_gpt":0.3776629341566585,"score_spread":0.3386820065514421,"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."}}