{"id":"W4285792140","doi":"10.1016/j.lanwpc.2022.100545","title":"ARF risk factors: Beyond a sore throat","year":2022,"lang":"en","type":"article","venue":"The Lancet Regional Health - Western Pacific","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Pharyngitis; Rheumatic fever; Medicine; Sore throat; Heart disease; Incidence (geometry); Acute rheumatic fever; Disease; Population; Acute Pharyngitis; Internal medicine; Pediatrics; Intensive care medicine; Immunology; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003117832,0.0001873537,0.0004305919,0.00007328315,0.0009439187,0.00002257738,0.0001380258,0.00003635897,0.0002555394],"category_scores_gemma":[0.0000107504,0.0001177344,0.0001468877,0.000264785,0.0001142627,0.00004713664,0.00006328773,0.0005347781,0.00008035985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003007625,"about_ca_system_score_gemma":0.0001886691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007595546,"about_ca_topic_score_gemma":0.00006252868,"domain_scores_codex":[0.9983559,0.0002269459,0.0002626119,0.0003080012,0.0003932969,0.0004532201],"domain_scores_gemma":[0.9988434,0.0001618608,0.0002042171,0.0005775897,0.00003336736,0.0001796088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002127919,0.0003617742,0.9684713,0.00005027195,0.0001394911,0.00001874574,0.001505114,0.00002682123,0.00000583782,0.0009668943,0.02408993,0.004151058],"study_design_scores_gemma":[0.001988122,0.001068374,0.8090051,0.00004606426,0.00006456824,0.0003084088,0.001676343,0.000040595,0.00001029717,0.001863419,0.1837864,0.0001422781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703089,0.00115349,0.00005483013,0.02230028,0.0003996515,0.0009688606,0.000230536,0.0001585441,0.004424909],"genre_scores_gemma":[0.9937782,0.0004556429,0.00004838876,0.002105492,0.0005212182,0.000234816,0.0001903138,0.00002389005,0.002642059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1596965,"threshold_uncertainty_score":0.7259955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09019910226640966,"score_gpt":0.3558486185969575,"score_spread":0.2656495163305479,"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."}}