{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008387983,0.0006149503,0.0004448186,0.001275378,0.001911788,0.001178483,0.00144763,0.0004913716,0.001026849],"category_scores_gemma":[0.001220001,0.0005768017,0.0006406387,0.003339807,0.0006059374,0.0003701651,0.0007411791,0.0007746665,0.0002252861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0195378,"about_ca_system_score_gemma":0.02261685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9842862,"about_ca_topic_score_gemma":0.9900348,"domain_scores_codex":[0.9991233,0.00004329994,0.00005053883,0.0001801008,0.0003694213,0.0002333275],"domain_scores_gemma":[0.9987645,0.00004209061,0.0002813177,0.00007763577,0.0005456363,0.0002887301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005071752,0.000018242,0.9980052,0.00001258272,0.00004686687,0.00005713015,0.00011803,0.00009957224,0.00008081967,0.00002305497,0.0006176741,0.0008699842],"study_design_scores_gemma":[0.000009490757,0.00002663176,0.9987792,0.00002117821,0.00003269277,0.00006699036,0.0003699024,0.000240973,0.0000300038,0.000009605837,0.0004072139,0.000006119441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859018,0.0005345616,0.0001620468,0.00013191,0.0000159761,0.00006625308,0.01206247,0.00001960433,0.001105363],"genre_scores_gemma":[0.9900237,0.0005293938,0.0003465151,0.0001329066,0.00001145894,0.00004333345,0.007987234,0.00000615746,0.0009193403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0195378,"threshold_uncertainty_score":0.1417572,"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."}}