{"id":"W7115696429","doi":"10.2139/ssrn.5889096","title":"Influenza Epidemiology, Treatment and Prevention in Australian Children: Trends from 6 Years of PAEDS-FluCAN Influenza Surveillance (2019-2024)","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Vaccination; Influenza vaccine; Epidemiology; Pandemic; Odds ratio; Human mortality from H5N1; Intensive care unit; Pandemic influenza","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":[0.001147643,0.0003224393,0.0004778669,0.001768082,0.0004368561,0.0007755407,0.0005700733,0.0008071224,0.002184652],"category_scores_gemma":[0.004289933,0.0004216905,0.0008879898,0.004510428,0.0002063709,0.0008646222,0.001401478,0.001009575,0.0006330214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740351,"about_ca_system_score_gemma":0.002494846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4100335,"about_ca_topic_score_gemma":0.3765101,"domain_scores_codex":[0.9992796,0.0001159029,0.0001110056,0.0001011213,0.0002137822,0.000178596],"domain_scores_gemma":[0.9979331,0.0001119257,0.0008796181,0.00007395533,0.0006875048,0.0003139071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001995938,0.00006078947,0.9846342,0.0002761319,0.0001581887,0.00007285705,0.0009186888,0.000200133,0.0001850928,0.00008341733,0.005743648,0.007467196],"study_design_scores_gemma":[0.000001811061,0.00001898833,0.9992488,0.00002033441,0.00001026025,0.00001954365,0.000131731,0.00003793769,0.0000114343,0.000004346321,0.0004931724,0.000001646515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344466,0.002192087,0.0001846942,0.001594748,0.00008766432,0.00006049037,0.05885719,0.00003094963,0.002545431],"genre_scores_gemma":[0.9603097,0.003245596,0.0006703309,0.0004259339,0.0001045457,0.0001480876,0.03008362,0.00001799587,0.004994203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4100335,"threshold_uncertainty_score":0.8152937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06664764520527831,"score_gpt":0.4070333057171456,"score_spread":0.3403856605118672,"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."}}