{"id":"W4407551403","doi":"10.1016/j.lana.2025.101024","title":"Hospitalizations for all-cause pediatric acute respiratory diseases in Alberta, Canada, before, during, and after the COVID-19 pandemic: a population-level retrospective cohort study from 2010 to 2024","year":2025,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Respiratory viral infections research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Hotchkiss Brain Institute; Alberta Health Services; Alberta Health; University of Calgary","funders":"Pfizer Canada; Alberta Children's Hospital Research Institute; York University; Simon Fraser University; Government of Alberta","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Retrospective cohort study; Cohort; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Pediatrics; Respiratory system; Cohort study; Population; Emergency medicine; Virology; Environmental health; Internal medicine; Outbreak; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005047627,0.0002021405,0.0005315334,0.0002439426,0.0004450338,0.00003839803,0.0002083813,0.00005261885,0.00004066838],"category_scores_gemma":[0.0007528177,0.0001307967,0.00005484147,0.001011702,0.0001440711,0.00007279174,0.0001233786,0.0003992335,0.000004286399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001653808,"about_ca_system_score_gemma":0.002099058,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6576451,"about_ca_topic_score_gemma":0.8028929,"domain_scores_codex":[0.99778,0.000315622,0.0004536031,0.0005013945,0.0004843799,0.0004649895],"domain_scores_gemma":[0.9981119,0.0006021172,0.0001458599,0.0006388163,0.0001452086,0.0003561132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007258801,0.000131898,0.9356722,0.00006287196,0.0002373012,0.00001505139,0.0004518802,0.00004138596,9.146486e-7,0.0001485059,0.06242528,0.00008685311],"study_design_scores_gemma":[0.00130285,0.0004073356,0.9852183,0.00002525895,0.0002048988,0.000008349038,0.0001904808,0.00004914426,1.73043e-7,0.000382533,0.0120995,0.0001111214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9547732,0.0006966328,0.0001082783,0.03963907,0.0001775358,0.004003112,0.0005374293,0.00003056505,0.00003420206],"genre_scores_gemma":[0.9581854,0.0002984113,0.000043243,0.03662851,0.0004878499,0.002167439,0.00007701894,0.00002736901,0.002084712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1452478,"threshold_uncertainty_score":0.5333735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09170845740712309,"score_gpt":0.4318957621729147,"score_spread":0.3401873047657916,"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."}}