{"id":"W4404137183","doi":"10.2139/ssrn.5011562","title":"Invasive Streptococcus Dysgalactiae Subsp. Equisimilis in Australia and the Emergence of a Globally Disseminated stG62647 Lineage: A Comparative Clinical and Genomic Epidemiology Study with Streptococcus Pyogenes","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Streptococcus dysgalactiae; Streptococcus pyogenes; Lineage (genetic); Biology; Microbiology; Epidemiology; Genetics; Gene; Streptococcus; Medicine; Bacteria; Streptococcus agalactiae; Pathology","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":[0.0004827227,0.0002501572,0.0003367757,0.0008108192,0.0004935053,0.0006461116,0.0002913453,0.0006502269,0.001982121],"category_scores_gemma":[0.002036951,0.000243712,0.0002297441,0.001414214,0.0004694419,0.0003754926,0.0009755553,0.0005991129,0.0002052019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004537468,"about_ca_system_score_gemma":0.0006343449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02644462,"about_ca_topic_score_gemma":0.01875211,"domain_scores_codex":[0.9994757,0.0001744793,0.00003131109,0.000132027,0.00007518321,0.0001113132],"domain_scores_gemma":[0.9992216,0.0001568009,0.0002510416,0.00005730335,0.0001383268,0.0001749355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004714497,0.0001247129,0.982717,0.00003077217,0.00007960544,0.001517995,0.002766515,0.00008899096,0.005493583,0.0001793651,0.0001864801,0.006343527],"study_design_scores_gemma":[0.000004314738,0.0001014301,0.9976783,0.000009894964,0.00001751563,0.0006518139,0.001121445,0.0001026153,0.00008365195,0.00004032349,0.0001857846,0.000002870501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994041,0.0000921402,0.00005451177,0.00004447381,0.000001753293,0.000003616245,0.00006475946,6.140518e-7,0.0003341031],"genre_scores_gemma":[0.9994473,0.000117407,0.00008518375,0.00002994075,0.000004754278,0.000002547608,0.00009095714,0.000001362095,0.0002205116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02644462,"threshold_uncertainty_score":0.05258137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07562688133131533,"score_gpt":0.4199735622772632,"score_spread":0.3443466809459479,"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."}}