{"id":"W2132565683","doi":"10.3201/eid1711.110159","title":"Group A Streptococcus emm Gene Types in Pharyngeal Isolates, Ontario, Canada, 2002–2010","year":2011,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Hypervariable region; Pharyngitis; Streptococcus pyogenes; Biology; Streptococcus; Group A; Acute Pharyngitis; Molecular epidemiology; Pathogen; Microbiology; Epidemiology; Pharynx; Gene; Virology; Genetics; Medicine; Genotype; Bacteria; Internal medicine; Staphylococcus aureus","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":[0.0002325418,0.0003200934,0.0002224149,0.00113349,0.001241687,0.00049715,0.0004874346,0.0002298014,0.00082113],"category_scores_gemma":[0.00103306,0.0002280761,0.0002061626,0.002344302,0.0003273427,0.0001478059,0.0002987936,0.0002764018,0.0001467654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01009801,"about_ca_system_score_gemma":0.009217244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9784,"about_ca_topic_score_gemma":0.9911324,"domain_scores_codex":[0.9996382,0.0000147075,0.0000235306,0.00005798303,0.0001684273,0.0000972962],"domain_scores_gemma":[0.9991956,0.00002715581,0.0001500577,0.00001960613,0.000468676,0.0001388754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003590038,0.00004022819,0.968152,0.0001465417,0.00005183023,0.0006510498,0.001943374,0.0002725127,0.01120609,0.000104282,0.002879457,0.01419366],"study_design_scores_gemma":[0.000004090948,0.00001699671,0.9974899,0.00001372949,0.00000892113,0.00012307,0.0004147,0.0000858949,0.0003751658,0.000004092415,0.001459663,0.000003840891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871853,0.001106456,0.0002522741,0.0001932411,0.0000159597,0.00007189016,0.007387219,0.00001407173,0.003773461],"genre_scores_gemma":[0.9881159,0.001117082,0.0005500466,0.0001844255,0.00001105372,0.00002739573,0.006370428,0.00000929289,0.003614324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02160001,"threshold_uncertainty_score":0.07326651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668239856948044,"score_gpt":0.2391059300857195,"score_spread":0.222423531516239,"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."}}