{"id":"W2370382384","doi":"10.1016/j.diagmicrobio.2016.05.005","title":"International circumpolar surveillance interlaboratory quality control program for emm typing of Streptococcus pyogenes, 2011–2015","year":2016,"lang":"en","type":"article","venue":"Diagnostic Microbiology and Infectious Disease","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Provincial Laboratory of Public Health; Public Health Agency of Canada","funders":"Centers for Disease Control and Prevention; National Institutes of Health","keywords":"Streptococcus pyogenes; Circumpolar star; Typing; Microbiology; Streptococcaceae; Biology; Medicine; Environmental health; Bacteria; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0110711,0.000841165,0.0003146155,0.002801187,0.00108651,0.001025993,0.001212504,0.0005644492,0.001435179],"category_scores_gemma":[0.007236599,0.0003910051,0.0003463008,0.003074437,0.0005324254,0.0005069939,0.001455564,0.0006900553,0.0003817271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003187013,"about_ca_system_score_gemma":0.006537032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2171051,"about_ca_topic_score_gemma":0.2237305,"domain_scores_codex":[0.9963492,0.001168528,0.0004410489,0.0005906819,0.001054067,0.0003963876],"domain_scores_gemma":[0.9879752,0.0007622351,0.002455503,0.001144723,0.006612869,0.001049508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004289758,0.0002022319,0.9147772,0.0004817967,0.0001366429,0.0001209124,0.001992287,0.001069765,0.004165493,0.0004779098,0.01827932,0.05786765],"study_design_scores_gemma":[0.00001424276,0.0001349811,0.9812838,0.0003306824,0.00005282413,0.00009525242,0.0008009237,0.00049187,0.002215066,0.00003092449,0.01453917,0.00001020552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7614112,0.01062226,0.02673531,0.004199349,0.00119081,0.004722437,0.1476341,0.000785573,0.04269895],"genre_scores_gemma":[0.8292252,0.004619644,0.04085786,0.002850421,0.0002377031,0.002452295,0.1047973,0.0001447448,0.01481474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2171051,"threshold_uncertainty_score":0.4316828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181895100976611,"score_gpt":0.3126454435559912,"score_spread":0.3008264925462251,"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."}}