{"id":"W2726796824","doi":"10.1016/j.vaccine.2017.06.001","title":"The changing epidemiology of invasive Haemophilus influenzae disease: Emergence and global presence of serotype a strains that may require a new vaccine for control","year":2017,"lang":"en","type":"article","venue":"Vaccine","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University; Lakehead University; Public Health Agency of Canada","funders":"Public Health Agency; Wellcome Trust","keywords":"Multilocus sequence typing; Haemophilus influenzae; Epidemiology; Serotype; Conjugate vaccine; Disease; Case fatality rate; Biology; Molecular epidemiology; Virology; Meningitis; Medicine; Immunology; Microbiology; Genotype; Genetics; Pediatrics; Immunization; Antibiotics; Pathology; Antibody","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009917557,0.0002548385,0.0002802925,0.0005384833,0.0003817087,0.001645484,0.0004045112,0.001335724,0.005079859],"category_scores_gemma":[0.002457593,0.0001504954,0.0002221927,0.0008483317,0.001156193,0.00266714,0.0004119311,0.001235187,0.0006359684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005139354,"about_ca_system_score_gemma":0.0009802268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004151001,"about_ca_topic_score_gemma":0.006636035,"domain_scores_codex":[0.9995688,0.0001063642,0.00003825843,0.00007424381,0.00009707396,0.0001152958],"domain_scores_gemma":[0.9983143,0.0002749712,0.0006127131,0.00008124615,0.0003954702,0.0003214377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001195936,0.0003012659,0.706132,0.0007984429,0.0001450121,0.001896985,0.0009288805,0.0008584601,0.0354585,0.005532565,0.02453818,0.2222137],"study_design_scores_gemma":[0.00003924292,0.000650727,0.9342626,0.0003263663,0.0001071059,0.007801772,0.005411507,0.001464134,0.002460042,0.003962015,0.0434701,0.00004447654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9036404,0.03426925,0.004447386,0.04417026,0.001147208,0.00003469739,0.0007727502,0.0001167572,0.01140124],"genre_scores_gemma":[0.9706898,0.01823653,0.00242488,0.005257569,0.001674016,0.00000951395,0.0005425297,0.0000269188,0.001138227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005079859,"threshold_uncertainty_score":0.01699382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04665831382513649,"score_gpt":0.3235374017420551,"score_spread":0.2768790879169187,"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."}}