{"id":"W4403620247","doi":"10.3201/eid3011.241068","title":"Invasive Group A <i>Streptococcus</i> Hypervirulent M1<sub>UK</sub> Clone, Canada, 2018–2023","year":2024,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Streptococcus; Microbiology; clone (Java method); Biology; Streptococcus pyogenes; Bacteria; Genetics; Staphylococcus aureus; Gene","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006329912,0.0004472764,0.0004498952,0.0003051993,0.0003441454,0.0001221473,0.00008789982,0.0001065659,0.000737318],"category_scores_gemma":[0.0001549025,0.0003958806,0.0003628081,0.0008131407,0.00009404759,0.0001669042,0.00009307951,0.0003016011,0.0003525878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007631341,"about_ca_system_score_gemma":0.0009617077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.124987,"about_ca_topic_score_gemma":0.1471391,"domain_scores_codex":[0.9977587,0.00006055552,0.0004362812,0.0007115516,0.0004437244,0.0005892096],"domain_scores_gemma":[0.9985368,0.0002260368,0.00008278542,0.00050557,0.0001162768,0.0005325229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006503239,0.0009537981,0.8009099,0.000607995,0.001539129,0.00169926,0.00008094408,0.0001379819,0.007861888,0.000457391,0.1690766,0.0166101],"study_design_scores_gemma":[0.005998563,0.001750985,0.8289865,0.002642732,0.004193365,0.0008112416,0.0003453059,0.0007691855,0.02662288,0.001309306,0.1245797,0.00199018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831024,0.004422185,0.00009485738,0.0005871168,0.002370982,0.001140093,0.0004148391,0.0007540161,0.007113473],"genre_scores_gemma":[0.9961331,0.0006130743,0.00001026549,0.0007677753,0.0006732692,0.0007171254,0.0003576905,0.00008401031,0.0006436813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04449688,"threshold_uncertainty_score":0.9998493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009097500158309372,"score_gpt":0.245550074670114,"score_spread":0.2364525745118046,"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."}}