{"id":"W4400512923","doi":"10.3389/fmicb.2024.1410651","title":"Genetic markers associated with host status and clonal expansion of Group B Streptococcus in the Netherlands","year":2024,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Infection and Immunity; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Wellcome Trust; Bill and Melinda Gates Foundation","keywords":"Biology; Carriage; Streptococcus; Group B; Streptococcus agalactiae; Genotype; Group A; Genetics; Host (biology); Disease; Genetic marker; Microbiology; Gene; Medicine; Bacteria; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005738066,0.000236305,0.0003164888,0.0006322436,0.0001807794,0.0006815877,0.0002252571,0.0002567351,0.0008908564],"category_scores_gemma":[0.001662294,0.0001855163,0.0002886031,0.0007570841,0.0002593659,0.0001932157,0.0004173084,0.0002320185,0.0001168081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005869843,"about_ca_system_score_gemma":0.0005961796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03165021,"about_ca_topic_score_gemma":0.02927296,"domain_scores_codex":[0.9994481,0.000116916,0.00005206831,0.0001886459,0.0001202857,0.0000739056],"domain_scores_gemma":[0.9992045,0.0002012503,0.0003640204,0.00003387175,0.0001179699,0.00007844699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002709246,0.00003062742,0.9680858,0.0001014353,0.0001332511,0.0006804905,0.0008234941,0.0004735213,0.01989609,0.00007903516,0.000212968,0.00921231],"study_design_scores_gemma":[0.000005993724,0.00006502506,0.9958277,0.00003667034,0.00003652588,0.0008146981,0.0005711904,0.0004114256,0.001244278,0.00004401927,0.000933664,0.00000863937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998887,0.0003484112,0.0001619301,0.00001261307,0.000002035138,0.000004669575,0.0003297347,0.000001942822,0.0002517051],"genre_scores_gemma":[0.9982461,0.0002836882,0.0005374594,0.00001245073,0.000002383012,0.00001037334,0.0006588109,0.000006927316,0.0002418183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03165021,"threshold_uncertainty_score":0.06293195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004993896380776345,"score_gpt":0.2208395736012412,"score_spread":0.2158456772204648,"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."}}