{"id":"W4401941335","doi":"10.2139/ssrn.4938154","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 2003 to 2024","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Retrospective cohort study; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cohort; 2019-20 coronavirus outbreak; Respiratory system; Population; Cohort study; Pediatrics; Emergency medicine; Intensive care medicine; Virology; Internal medicine; Environmental health; Disease; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005512228,0.0006619302,0.0006302194,0.001574857,0.002064416,0.00169106,0.00182337,0.0011743,0.002069753],"category_scores_gemma":[0.001529427,0.0008373561,0.0009504813,0.005183068,0.0007819296,0.000681125,0.001060359,0.001239194,0.0004210769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01851887,"about_ca_system_score_gemma":0.02125476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9877214,"about_ca_topic_score_gemma":0.9895643,"domain_scores_codex":[0.9989317,0.00006754977,0.00007035241,0.0002207157,0.0003281599,0.0003814454],"domain_scores_gemma":[0.9984415,0.00006317373,0.0003650653,0.00009453467,0.0006012798,0.0004344139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008675591,0.00002769083,0.9978055,0.00001114735,0.00007316269,0.00006520033,0.0001906717,0.00009578976,0.00009632402,0.00003512987,0.0007988517,0.0007138097],"study_design_scores_gemma":[0.000007674068,0.00001980415,0.9988064,0.00001522822,0.00002717716,0.00004873947,0.0006251019,0.0001405652,0.00001862875,0.00001091765,0.0002721701,0.000007605458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850347,0.0005648419,0.0001115087,0.0001988301,0.00002493499,0.0000467607,0.01234163,0.00002289395,0.001653844],"genre_scores_gemma":[0.9920034,0.0004864188,0.0001341571,0.0001263564,0.00001317619,0.00002686425,0.00588718,0.000008309926,0.001314141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01851887,"threshold_uncertainty_score":0.1343644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787523551697042,"score_gpt":0.3039549182190926,"score_spread":0.2860796827021222,"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."}}