{"id":"W4220963765","doi":"10.1186/s12879-022-07234-4","title":"Disease transmission and mass gatherings: a case study on meningococcal infection during Hajj","year":2022,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Travel-related health issues","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sanofi (Canada); York University; University of Manitoba","funders":"Sanofi Pasteur; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Sanofi","keywords":"Hajj; Mass gathering; Outbreak; Transmission (telecommunications); Population; Neisseria meningitidis; Vaccination; Medicine; Medical microbiology; Environmental health; Meningococcal disease; Geography; Demography; Public health; Immunology; Virology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003533072,0.000659442,0.001015746,0.0009769218,0.001204495,0.001075088,0.001133749,0.00171257,0.002651317],"category_scores_gemma":[0.006684775,0.0004324375,0.002956936,0.001194038,0.0005447782,0.0007032221,0.00109807,0.001239683,0.0001976792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626193,"about_ca_system_score_gemma":0.00117112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03432835,"about_ca_topic_score_gemma":0.03661637,"domain_scores_codex":[0.9982744,0.001204428,0.00008179971,0.0001629877,0.00008283138,0.0001935118],"domain_scores_gemma":[0.9959044,0.002946471,0.0005071159,0.0002673747,0.0001833643,0.0001914131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001368284,0.002098645,0.820893,0.002079182,0.007905943,0.05184669,0.004748644,0.07415318,0.0008991616,0.004144793,0.003529374,0.02633307],"study_design_scores_gemma":[0.0005866791,0.004647124,0.5300425,0.002200604,0.01059891,0.04207342,0.03324717,0.3501331,0.002199049,0.01091366,0.01283227,0.0005256034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925808,0.001846047,0.003053446,0.0006160226,0.00002572309,0.000122917,0.0005814119,0.00001670124,0.001156942],"genre_scores_gemma":[0.996542,0.001338692,0.001501388,0.0001007795,0.00002063706,0.00004211937,0.0002399213,0.000007172973,0.0002072326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03432835,"threshold_uncertainty_score":0.06825703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067097938827397,"score_gpt":0.3037193196981773,"score_spread":0.2830483403099034,"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."}}