{"id":"W2135821507","doi":"10.1086/605127","title":"Norovirus Illness Is a Global Problem: Emergence and Spread of Norovirus GII.4 Variants, 2001–2007","year":2009,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":682,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health","funders":"","keywords":"Norovirus; Outbreak; Pandemic; Genotype; Population; Biology; Caliciviridae; Epidemiology; Public health; Global health; Viral phylodynamics; Phylogenetic tree; Incidence (geometry); Virology; Environmental health; Coronavirus disease 2019 (COVID-19); Medicine; Genetics; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005372143,0.0001602487,0.0005054272,0.00009394388,0.0001060526,0.00001252011,0.0001686671,0.00005683033,0.0003117428],"category_scores_gemma":[0.0006598234,0.0001007591,0.0001628137,0.0002149251,0.0002265715,0.0001558092,0.00004970241,0.0002291965,0.000009927646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000654551,"about_ca_system_score_gemma":0.000173728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004688697,"about_ca_topic_score_gemma":0.00006033194,"domain_scores_codex":[0.9983252,0.0002441852,0.0005773699,0.0001239965,0.0003312836,0.0003979274],"domain_scores_gemma":[0.9986383,0.00006188564,0.0003670274,0.0002083798,0.0003157959,0.0004086372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004506561,0.001245345,0.8723897,0.0002036032,0.0004420413,0.000297017,0.0002521308,0.0001085351,0.006212353,0.0001399662,0.06808542,0.0461173],"study_design_scores_gemma":[0.003474397,0.007161947,0.9778947,0.0003982848,0.0005452518,0.004178559,0.0001914904,0.0001149438,0.000257767,0.004030278,0.001583333,0.000168995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910045,0.004311614,0.0007485648,0.002118723,0.0001730623,0.0002402794,0.00008800672,0.00001639703,0.001298894],"genre_scores_gemma":[0.9919842,0.006009466,0.0001254772,0.001558283,0.0002590048,0.000001923435,0.000002127972,0.000007799774,0.00005171489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.105505,"threshold_uncertainty_score":0.4108836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01448095712831589,"score_gpt":0.3111560741770779,"score_spread":0.296675117048762,"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."}}