{"id":"W4415975145","doi":"10.1101/2025.11.04.25339490","title":"Paediatric infection hospital admissions in England before, during and after the COVID-19 pandemic","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Poisson regression; Psychological intervention; Cohort; Hospital admission; Public health; Quarter (Canadian coin); Transmission (telecommunications); Epidemiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001229025,0.0002417172,0.0005372982,0.0008443962,0.0005984423,0.001459233,0.0006290334,0.0007081922,0.001741378],"category_scores_gemma":[0.00678953,0.000470596,0.0007033378,0.00144996,0.0005784439,0.001462513,0.001953471,0.001287408,0.0002670204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003154727,"about_ca_system_score_gemma":0.002648992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1359127,"about_ca_topic_score_gemma":0.1946849,"domain_scores_codex":[0.9981347,0.0004109363,0.0002966117,0.0003128326,0.0003294716,0.0005153085],"domain_scores_gemma":[0.9944477,0.0007811209,0.003097897,0.00018347,0.0007224318,0.0007673909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001370108,0.00002118109,0.9945974,0.00008980905,0.00003518671,0.0004216298,0.001816591,0.0001332261,0.0001062348,0.00008084376,0.0008722122,0.001688732],"study_design_scores_gemma":[0.000003176722,0.0000460652,0.9975957,0.00005411525,0.000005656211,0.0001493518,0.001399288,0.0000500093,0.00002814484,0.00001338221,0.0006482941,0.000006854624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951763,0.000748869,0.00005170356,0.0004963321,0.00004116164,0.00001922676,0.002614689,0.000007758999,0.0008438712],"genre_scores_gemma":[0.9962943,0.0006571044,0.00006892222,0.0001830345,0.00005496426,0.00003544065,0.002169528,0.000004972694,0.0005316673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1359127,"threshold_uncertainty_score":0.2702431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03644426612902456,"score_gpt":0.3603667678369532,"score_spread":0.3239225017079286,"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."}}