{"id":"W2792039676","doi":"10.3389/fpubh.2018.00059","title":"Prevalent emm Types among Invasive GAS in Europe and North America since Year 2000","year":2018,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Streptococcus pyogenes; Epidemiology; Genotyping; Molecular epidemiology; Typing; Disease; Medicine; Serotype; Biology; Genotype; Gene; Immunology; Microbiology; Internal medicine; Genetics; Staphylococcus aureus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001524104,0.0001101389,0.000263804,0.0002215041,0.00006241405,0.00002225219,0.00004834935,0.00004286504,0.00007313517],"category_scores_gemma":[0.0002018805,0.00009533036,0.00001853619,0.0007588201,0.0001982023,0.0001184228,0.00003577008,0.0001596902,0.00003592223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000322578,"about_ca_system_score_gemma":0.0006328653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009698291,"about_ca_topic_score_gemma":0.000927898,"domain_scores_codex":[0.9989179,0.0001025035,0.0002404835,0.0002691842,0.0001151278,0.0003548301],"domain_scores_gemma":[0.9993598,0.00002267759,0.00007671725,0.0002016551,0.00008446123,0.0002546344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002111457,0.0002082136,0.9494077,0.00004082181,0.00002662554,0.00001586201,0.0007945336,6.713626e-7,4.872032e-7,0.0000194272,0.008528559,0.04093601],"study_design_scores_gemma":[0.0009762988,0.00059587,0.9460526,0.00008426626,0.000006730261,0.000005684514,0.0002266411,0.0001308325,0.000004446464,0.00002693877,0.05181742,0.00007227113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907514,0.0004693,0.0002399105,0.002895473,0.000324534,0.0006396207,0.00001342626,0.00003488951,0.004631406],"genre_scores_gemma":[0.9941689,0.001618376,0.002425756,0.000858419,0.000106986,0.0000456674,0.00003414545,0.00001800243,0.0007237424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04328886,"threshold_uncertainty_score":0.3887459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772103934143398,"score_gpt":0.2848900550540124,"score_spread":0.2571690157125784,"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."}}