{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001937992,0.0004293687,0.001430429,0.01338743,0.0003210265,0.001538833,0.0007566296,0.001006515,0.003060779],"category_scores_gemma":[0.007324911,0.0002330752,0.001519766,0.01797226,0.0005078955,0.001665435,0.0006776613,0.0004001433,0.000393667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216024,"about_ca_system_score_gemma":0.002997605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01465053,"about_ca_topic_score_gemma":0.0232243,"domain_scores_codex":[0.9982107,0.000190035,0.0007827926,0.000316859,0.0003903355,0.0001093413],"domain_scores_gemma":[0.9937447,0.002748973,0.001807242,0.00009692332,0.001448397,0.000153774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001851906,0.00007339175,0.1518246,0.4686067,0.005881703,0.003736765,0.002359441,0.0003528125,0.002054752,0.00167047,0.03649155,0.3250959],"study_design_scores_gemma":[0.0001647236,0.0003437554,0.4046416,0.2798757,0.01613264,0.01436769,0.005663421,0.0001758043,0.001581082,0.0008775197,0.2760535,0.0001226509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01998322,0.9695003,0.0001086058,0.000695014,0.0002181881,0.00003669315,0.006927334,0.0000128442,0.002517888],"genre_scores_gemma":[0.09370302,0.8968031,0.0006841197,0.001341106,0.0003132927,0.00008436873,0.006374666,0.00001237437,0.0006839256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01465053,"threshold_uncertainty_score":0.02913052,"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."}}