{"id":"W4362721291","doi":"10.22541/au.168094985.54951283/v1","title":"Molecular Epidemiology of Rotavirus among Children in Western Canada: Dynamic Changes in Genotype Prevalence in Four Consecutive Seasons","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women and Children’s Health Research Institute; Alberta Children's Hospital; Public Health Agency of Canada; Alberta Hospital Edmonton; University of Calgary; University of Alberta","funders":"National Center for Immunization and Respiratory Diseases; Alberta Innovates; Centers for Disease Control and Prevention; Calgary Laboratory Services; Alberta Children's Hospital Foundation; Alberta Children's Hospital Research Institute; Alberta Precision Laboratories; Children's Hospital Foundation","keywords":"Rotavirus; Rotavirus vaccine; Molecular epidemiology; Vaccination; Epidemiology; Genotype; Virology; Incidence (geometry); Medicine; Demography; Pediatrics; Biology; Virus; Internal medicine; Genetics; Gene","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":[0.0004595249,0.0003863298,0.0003410458,0.001587484,0.001334393,0.001012356,0.0008077394,0.0003533389,0.001025214],"category_scores_gemma":[0.001274266,0.0002813857,0.0003437257,0.003760307,0.0006336712,0.0003336195,0.0006395315,0.000449197,0.0002073619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01272793,"about_ca_system_score_gemma":0.015234,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9848235,"about_ca_topic_score_gemma":0.9885231,"domain_scores_codex":[0.9993425,0.00003902769,0.00003959876,0.0001027758,0.0002244514,0.0002517032],"domain_scores_gemma":[0.9991373,0.00003648588,0.0002082474,0.00002599112,0.0003581062,0.000233892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005205363,0.00001137328,0.9952615,0.00001865198,0.00001948985,0.00006323431,0.0003255037,0.00006816458,0.0004466247,0.00002528209,0.0005351156,0.003173032],"study_design_scores_gemma":[0.0000013215,0.00001218417,0.9990771,0.000007620597,0.00000632519,0.00004140432,0.00046553,0.00007566851,0.00004004191,0.000004046392,0.0002662051,0.000002643474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952977,0.000535798,0.0001036311,0.000177756,0.000007266681,0.00002650215,0.002950137,0.00001610842,0.0008851089],"genre_scores_gemma":[0.9960613,0.0006301985,0.0003609017,0.0001008028,0.000007332656,0.00001707023,0.00210122,0.000007150162,0.0007140993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01517653,"threshold_uncertainty_score":0.09234804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04814534198123426,"score_gpt":0.3417434864507941,"score_spread":0.2935981444695598,"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."}}