{"id":"W4404128950","doi":"10.1007/s40121-024-01063-5","title":"Global Epidemiology of Meningococcal Disease-Causing Serogroups Before and After the COVID-19 Pandemic: A Narrative Review","year":2024,"lang":"en","type":"review","venue":"Infectious Diseases and Therapy","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pfizer (Canada)","funders":"","keywords":"Neisseria meningitidis; Herd immunity; Carriage; Outbreak; Pandemic; Medicine; Epidemiology; Vaccination; Meningococcal vaccine; Meningitis; Meningococcal disease; Conjugate vaccine; Disease; Immunology; Virology; Pediatrics; Immunization; Coronavirus disease 2019 (COVID-19); Immune system; Infectious disease (medical specialty); Biology; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004247052,0.0005397921,0.001774127,0.00009094689,0.0003164481,0.00002677686,0.0001081798,0.0003458367,0.0002355038],"category_scores_gemma":[0.0002664065,0.0002899494,0.0005764042,0.0003106935,0.0005357894,0.00007062979,0.0001546215,0.0003287404,0.00001201818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008974541,"about_ca_system_score_gemma":0.0002772589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002029629,"about_ca_topic_score_gemma":0.0001217147,"domain_scores_codex":[0.9972196,0.001135207,0.0007190857,0.0005706319,0.00002060967,0.0003349298],"domain_scores_gemma":[0.9985076,0.0005454322,0.000389733,0.00034982,0.00005848756,0.0001489916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003137158,0.0002348098,0.135741,0.03366092,0.003564456,0.00001758219,0.0003403342,3.680794e-7,0.00000151868,0.001538726,0.002733009,0.8218535],"study_design_scores_gemma":[0.0004874305,0.0002700466,0.003640376,0.006652914,0.002906457,0.001211218,0.00002212009,4.067315e-7,1.256281e-8,0.00267151,0.9818267,0.0003107995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008400083,0.9882987,0.00001834673,0.0002850278,0.0007504498,0.001252124,0.0008613458,0.0001203005,0.00001361893],"genre_scores_gemma":[0.008203949,0.9898425,0.000001276912,0.0009076046,0.0001712163,0.0005781358,0.0002047414,0.00003225878,0.00005834639],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9790937,"threshold_uncertainty_score":0.9999552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05900659241664314,"score_gpt":0.3855755685193248,"score_spread":0.3265689761026817,"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."}}