{"id":"W4385754086","doi":"10.14745/ccdr.v49i78a06","title":"Invasive group A streptococcal (iGAS) surveillance in Island Health, British Columbia, 2022","year":2023,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Island Health","funders":"","keywords":"Epidemiology; Incidence (geometry); Context (archaeology); Medicine; Population; Streptococcus pyogenes; Public health; Disease; Demography; Epidemiological surveillance; Disease control; Intensive care unit; Health care; Pediatrics; Geography; Environmental health; Internal medicine; Pathology; Biology; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004258192,0.0003584257,0.0001984457,0.001361937,0.001569986,0.0009618124,0.0008235198,0.0002675662,0.002362019],"category_scores_gemma":[0.001194098,0.0001872449,0.0001761487,0.002383889,0.0002974462,0.0002521028,0.0007025821,0.0005933862,0.0004162294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01187168,"about_ca_system_score_gemma":0.0201001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9829776,"about_ca_topic_score_gemma":0.992029,"domain_scores_codex":[0.9995022,0.00004020055,0.00003500657,0.00006284926,0.0001952713,0.0001645002],"domain_scores_gemma":[0.9977971,0.00006561321,0.0002302363,0.00004038398,0.001325604,0.0005409315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005855218,0.00005935571,0.9584696,0.000181616,0.00003906216,0.0002972505,0.0009820624,0.000147153,0.0006598397,0.00005645997,0.01494346,0.02410572],"study_design_scores_gemma":[0.000003747266,0.0000229568,0.9939104,0.0001317497,0.00001272535,0.0000990295,0.002145034,0.00020491,0.0001270786,0.00001202886,0.003324046,0.000006245072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557737,0.002537666,0.0002891404,0.001421184,0.00004615458,0.0002711225,0.02268773,0.00009112943,0.01688217],"genre_scores_gemma":[0.9794539,0.002569946,0.0009045711,0.0006906664,0.0000209759,0.0001453631,0.008905848,0.00001806066,0.00729077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01702237,"threshold_uncertainty_score":0.08613545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461147930578441,"score_gpt":0.2671134167450802,"score_spread":0.2525019374392957,"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."}}