{"id":"W2995115404","doi":"10.1371/journal.pone.0226353","title":"The shifting epidemiology and serotype distribution of invasive pneumococcal disease in Ontario, Canada, 2007-2017","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario","funders":"","keywords":"Serotype; Incidence (geometry); Pneumococcal conjugate vaccine; Pneumococcal polysaccharide vaccine; Medicine; Epidemiology; Population; Pneumococcal disease; Conjugate vaccine; Pediatrics; Demography; Streptococcus pneumoniae; Immunization; Environmental health; Immunology; Internal medicine; Biology; Antigen; Microbiology","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":[0.000647618,0.0004533473,0.0003799376,0.002815583,0.001955117,0.001279761,0.001136277,0.0003785581,0.001111565],"category_scores_gemma":[0.001983658,0.0003350571,0.0007044291,0.005508391,0.001078362,0.000417903,0.0009620201,0.0004725154,0.0001919908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05830476,"about_ca_system_score_gemma":0.07726753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964784,"about_ca_topic_score_gemma":0.9977896,"domain_scores_codex":[0.9983578,0.00005672641,0.0001040471,0.0001881236,0.0007927625,0.0005005586],"domain_scores_gemma":[0.9958281,0.0000835012,0.0009651292,0.00006741541,0.00240465,0.0006512783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007973009,0.0000165829,0.9844546,0.0001888379,0.00007067819,0.0001795067,0.001347383,0.0002297413,0.0005919493,0.0001715986,0.004876513,0.007792828],"study_design_scores_gemma":[0.000003837714,0.00001368831,0.996051,0.00005636824,0.00001625728,0.0000612179,0.0007137529,0.0001471404,0.00006407865,0.00001532416,0.002850089,0.000007225021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439416,0.006780617,0.0005764382,0.003024171,0.0001021618,0.0001791959,0.03618826,0.00008455015,0.009122991],"genre_scores_gemma":[0.9847475,0.003470367,0.0005293853,0.0004424043,0.00004122417,0.00005586584,0.008696277,0.00001840104,0.001998539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05830476,"threshold_uncertainty_score":0.4230326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04218179000096027,"score_gpt":0.2500507427954568,"score_spread":0.2078689527944965,"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."}}