{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004268049,0.0003296904,0.0005843474,0.0009048708,0.0005021041,0.001565156,0.0003977806,0.0009543652,0.01118769],"category_scores_gemma":[0.003871961,0.0001374515,0.0008985855,0.0008753134,0.000332255,0.001727848,0.00092429,0.002193563,0.001180217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004735669,"about_ca_system_score_gemma":0.001214105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008131705,"about_ca_topic_score_gemma":0.007383585,"domain_scores_codex":[0.9995064,0.0001133378,0.00004874122,0.00006678484,0.0001336814,0.0001310867],"domain_scores_gemma":[0.9985178,0.0003659791,0.0003866039,0.00004423013,0.0002857372,0.0003996798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005627732,0.000339665,0.4780203,0.005121856,0.0006078724,0.003085277,0.002323209,0.0003192704,0.0005946477,0.01119911,0.1321642,0.3656619],"study_design_scores_gemma":[0.00005927655,0.0003598219,0.7455972,0.01958557,0.0007446683,0.01139347,0.004134735,0.0007495378,0.0002459674,0.02224884,0.194721,0.0001600762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2070818,0.5162333,0.002856089,0.1603948,0.005803524,0.0001446263,0.008593132,0.0001764141,0.09871636],"genre_scores_gemma":[0.7942652,0.1697976,0.002268392,0.01232009,0.00964942,0.00008347006,0.003750975,0.00006591298,0.007798997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01118769,"threshold_uncertainty_score":0.03742659,"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."}}