{"id":"W2884888675","doi":"10.1093/ofid/ofy177","title":"Increasing Rates of Invasive Group A Streptococcal Disease in Alberta, Canada; 2003–2017","year":2018,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Streptococcal Infections and Treatments","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health; University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Case fatality rate; Incidence (geometry); Bacteremia; Cellulitis; Internal medicine; Disease; Alcohol abuse; Addiction; Streptococcus; Type 2 diabetes; Demography; Diabetes mellitus; Surgery; Epidemiology; Psychiatry; Antibiotics; Microbiology; Biology; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005154074,0.0004545284,0.0002707269,0.003329753,0.001339539,0.001476401,0.001116504,0.0004698986,0.002121881],"category_scores_gemma":[0.001507968,0.000251337,0.000599287,0.005680639,0.0006776471,0.0003406676,0.0007280758,0.0006738382,0.0002394386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0245452,"about_ca_system_score_gemma":0.02695732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990427,"about_ca_topic_score_gemma":0.9915134,"domain_scores_codex":[0.9986722,0.0000529053,0.00006364955,0.0001111546,0.0006714836,0.0004285548],"domain_scores_gemma":[0.9971903,0.00008337304,0.000690579,0.00004085702,0.001324706,0.0006702103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005767361,0.00002120664,0.9897579,0.00006608309,0.00005741552,0.0001898265,0.0002122931,0.0003184598,0.0002378251,0.00008706105,0.002484131,0.006510109],"study_design_scores_gemma":[0.000003274548,0.00001625201,0.9971974,0.00005063159,0.0000165457,0.0001701992,0.0006045706,0.0002582382,0.00005676962,0.00001578084,0.001603504,0.000006828319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647804,0.006133555,0.0003899974,0.001295759,0.00008652821,0.00007121839,0.01787218,0.0001087151,0.009261701],"genre_scores_gemma":[0.9896681,0.002872234,0.0004173402,0.0002767863,0.00003554717,0.00001588067,0.00502872,0.0000119713,0.001673342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0245452,"threshold_uncertainty_score":0.1780888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637154997777451,"score_gpt":0.3029624084762993,"score_spread":0.2865908584985248,"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."}}