{"id":"W4408243604","doi":"10.1111/irv.70085","title":"Severity Scale of Influenza and Acute Respiratory Illness Hospitalizations to Support Viral Genomic Surveillance: A Global Influenza Hospital Surveillance Network Pilot Study","year":2025,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Severity of illness; Pandemic; Scale (ratio); Emergency medicine; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Internal medicine; Geography","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":[0.008196422,0.0008371654,0.0004269194,0.0008007224,0.0002377339,0.000535353,0.0008162184,0.0003605075,0.0006956742],"category_scores_gemma":[0.007584222,0.0002299259,0.001425027,0.001145741,0.0003169336,0.0008448742,0.001269385,0.000722046,0.0001716178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000866994,"about_ca_system_score_gemma":0.001045694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046871,"about_ca_topic_score_gemma":0.009613392,"domain_scores_codex":[0.9977004,0.00166488,0.000111631,0.0002359749,0.0001594123,0.0001277482],"domain_scores_gemma":[0.9965405,0.001240848,0.0007433031,0.0004530376,0.0005580749,0.0004641258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004617361,0.0002038813,0.9919603,0.00004682052,0.0002685925,0.0000374746,0.0001663808,0.001667857,0.00009318363,0.00008524166,0.0009304599,0.004077935],"study_design_scores_gemma":[0.0001526262,0.001098711,0.9855945,0.00003190797,0.0001671782,0.00009991808,0.000568973,0.01146391,0.00009750449,0.0001385613,0.0005717382,0.00001436733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944482,0.00007857262,0.001060972,0.0001493974,0.00001324483,0.0002520131,0.003574931,0.00001487028,0.0004078158],"genre_scores_gemma":[0.9892503,0.00004436698,0.001906087,0.00005176372,0.00001268217,0.0003401352,0.00830552,0.000007314457,0.00008185817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01046871,"threshold_uncertainty_score":0.04334736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0844032137393183,"score_gpt":0.4038218776646305,"score_spread":0.3194186639253122,"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."}}