{"id":"W4398771020","doi":"10.14745/ccdr.v50i05a03","title":"Invasive group A streptococcal disease surveillance in Canada, 2021–2022","year":2024,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yukon Health and Social Services; Queen Elizabeth II Health Sciences Centre; Saskatchewan Disease Control Laboratory; Institut National de Santé Publique du Québec; University of Toronto; Government of New Brunswick; BC Centre for Disease Control; Public Health Ontario; Mount Sinai Hospital; Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; STREPTOCOCCAL INFECTIONS; Disease; Disease surveillance; Virology; Intensive care medicine; Internal medicine; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0004125383,0.0004204726,0.000231189,0.002108205,0.001544461,0.0008613347,0.0008372375,0.0002928838,0.002156928],"category_scores_gemma":[0.001048554,0.0002330667,0.0003799456,0.00303945,0.0002949633,0.0001816317,0.0005340875,0.0004816097,0.0003100549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03017447,"about_ca_system_score_gemma":0.05352577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961209,"about_ca_topic_score_gemma":0.9979929,"domain_scores_codex":[0.9992493,0.00002413881,0.00003238952,0.00006858798,0.00038682,0.0002387558],"domain_scores_gemma":[0.9983499,0.00002733191,0.0001639996,0.0000178986,0.001037165,0.0004036739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001778661,0.00005681912,0.9622292,0.0002637573,0.00007334913,0.0002277966,0.0006197191,0.0003304413,0.001536391,0.0001749965,0.01598173,0.01832793],"study_design_scores_gemma":[0.000008069564,0.00002674244,0.992627,0.00008522951,0.0000177588,0.0001256275,0.0007381751,0.0002413064,0.0003352879,0.00001468345,0.005771487,0.000008708445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8789129,0.003517058,0.0005029271,0.00163848,0.00007396495,0.0002919381,0.09699614,0.0001391948,0.01792732],"genre_scores_gemma":[0.9567776,0.002298177,0.001289856,0.0008030336,0.00002039651,0.0000850007,0.03144772,0.00002623936,0.007251985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03017447,"threshold_uncertainty_score":0.2189322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156315968210744,"score_gpt":0.2530287202584193,"score_spread":0.2414655605763119,"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."}}