{"id":"W2023283711","doi":"10.1371/journal.pone.0050659","title":"The Changing Epidemiology of Meningococcal Disease in Quebec, Canada, 1991–2011: Potential Implications of Emergence of New Strains","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de la Santé et des Services Sociaux (Québec); Public Health Agency of Canada; Université Laval; Institut National de Santé Publique du Québec; Centre hospitalier universitaire de Québec","funders":"Sanofi Pasteur; Sanofi; Pfizer","keywords":"Multilocus sequence typing; Epidemiology; Neisseria meningitidis; Meningococcal disease; Carriage; Molecular epidemiology; Meningococcal vaccine; Incidence (geometry); Vaccination; Conjugate vaccine; Medicine; Typing; Virology; Biology; Demography; Immunization; Genotype; Immunology; Microbiology; Internal medicine; Genetics; Antigen","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000930528,0.0004890194,0.0002830993,0.001838315,0.001832059,0.0016795,0.001302533,0.0006451937,0.002480398],"category_scores_gemma":[0.002417728,0.0001935986,0.000470106,0.004390454,0.0009080349,0.000671163,0.0006149869,0.0008071567,0.0001984361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04833793,"about_ca_system_score_gemma":0.04523906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9967543,"about_ca_topic_score_gemma":0.9973378,"domain_scores_codex":[0.9990497,0.00007738905,0.00005789946,0.0001546647,0.0002886925,0.0003716325],"domain_scores_gemma":[0.9962265,0.000169168,0.0009438295,0.00007137371,0.001916313,0.0006728201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008247347,0.00002707208,0.9846132,0.0001328995,0.00006881104,0.0001889711,0.0004467969,0.000500188,0.0003867564,0.0001630206,0.002326221,0.01106354],"study_design_scores_gemma":[0.000003788296,0.00001791366,0.9970439,0.00007027117,0.00001439235,0.00008425338,0.0004497767,0.0003888104,0.00004728224,0.00001634448,0.001855474,0.000007814277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625158,0.01234886,0.0007144672,0.003851162,0.00009246655,0.000130591,0.01459808,0.00005665746,0.00569192],"genre_scores_gemma":[0.9908077,0.003240946,0.0006659562,0.000531387,0.00003689202,0.00002639581,0.003420963,0.000008935203,0.001260894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04833793,"threshold_uncertainty_score":0.3507179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04570932394719576,"score_gpt":0.264268762130063,"score_spread":0.2185594381828672,"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."}}