{"id":"W2126573110","doi":"10.1093/infdis/jis605","title":"Capsular Switching in Group B Streptococcus CC17 Hypervirulent Clone: A Future Challenge for Polysaccharide Vaccine Development","year":2012,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"Institut Mérieux; Institut de Veille Sanitaire; Université Paris Descartes; Centre National de la Recherche Scientifique; Fondation pour la Recherche Médicale; Institut National de la Santé et de la Recherche Médicale; Agence Nationale de la Recherche","keywords":"Multilocus sequence typing; Virulence; Streptococcus agalactiae; Microbiology; Group B; Biology; Streptococcus; Population; Pathogen; Group A; Virulence factor; Typing; Cluster (spacecraft); clone (Java method); Virology; Medicine; Genetics; Genotype; Bacteria; Gene","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":[],"consensus_categories":[],"category_scores_codex":[0.0004596312,0.0001824512,0.0003412095,0.0002099083,0.0001658903,0.00001719893,0.0001058516,0.00005622456,0.0000667307],"category_scores_gemma":[0.00007873921,0.0001103907,0.0001805104,0.0001429745,0.00001303837,0.0002611969,0.00004862273,0.0002869439,0.00001041448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001958881,"about_ca_system_score_gemma":0.000104842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008886943,"about_ca_topic_score_gemma":0.00008483053,"domain_scores_codex":[0.9987813,0.00006425363,0.0004993891,0.00008772818,0.0002398342,0.0003274585],"domain_scores_gemma":[0.9990454,0.0001099754,0.0002844436,0.0001598966,0.0001327058,0.0002676081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002665006,0.007035163,0.8719411,0.0009493505,0.001135109,0.0001486253,0.005979087,0.0001283648,0.03486984,0.001141693,0.001255995,0.07275067],"study_design_scores_gemma":[0.007767515,0.001347033,0.9610803,0.000614784,0.0009568157,0.001867622,0.001431749,0.00003534611,0.003541509,0.00104136,0.01993202,0.0003840178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893318,0.007547631,0.0008884027,0.0008382734,0.0007999763,0.0004821563,0.000009219062,0.00003235179,0.00007021715],"genre_scores_gemma":[0.9968901,0.00100142,0.00009961454,0.000330283,0.001570811,0.00004433093,0.000003796444,0.0000256785,0.00003396063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08913913,"threshold_uncertainty_score":0.4501601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203685025669932,"score_gpt":0.2663374678105325,"score_spread":0.2543006175538332,"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."}}