{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002117345,0.0003888714,0.0002814195,0.00107848,0.001024838,0.001087789,0.0003345174,0.0002854689,0.003227812],"category_scores_gemma":[0.000676143,0.0001546033,0.0003369603,0.001827436,0.0003300303,0.0001964117,0.0003480653,0.0006760435,0.0005018268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008346945,"about_ca_system_score_gemma":0.01174258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9133886,"about_ca_topic_score_gemma":0.9461324,"domain_scores_codex":[0.9996045,0.00001290025,0.00001374147,0.00007363208,0.0001656273,0.0001295944],"domain_scores_gemma":[0.9990954,0.0000348889,0.0001365285,0.00002288718,0.0005254141,0.0001850053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001530717,0.0001460624,0.7896298,0.0003763448,0.0001895034,0.001112864,0.001799513,0.0006194718,0.08815799,0.0008163686,0.01881802,0.09680329],"study_design_scores_gemma":[0.00001130999,0.000062969,0.9808844,0.00003902678,0.00002958198,0.0003536594,0.0008075662,0.0002684781,0.003513057,0.00003278245,0.01398661,0.00001046849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629354,0.002059073,0.0009157271,0.0005843896,0.000069443,0.0001028447,0.02060949,0.0001578842,0.01256572],"genre_scores_gemma":[0.9630389,0.001873063,0.001743671,0.0003828919,0.00002373738,0.00003928276,0.01635725,0.00004725579,0.01649395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08661145,"threshold_uncertainty_score":0.174243,"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."}}