{"id":"W2544870050","doi":"10.1186/s12879-016-1966-4","title":"Predictors of influenza among older adults in the emergency department","year":2016,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Schwartz/Reisman Emergency Medicine Institute; North York General Hospital; William Osler Health System; University Health Network; University of Toronto; Toronto East General Hospital; Public Health Ontario; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research; F. Hoffmann-La Roche","keywords":"Medicine; Epidemiology; Emergency department; Triage; Logistic regression; Medical microbiology; Odds ratio; Influenza-like illness; Emergency medicine; Internal medicine; Influenza vaccine; Pediatrics; Vaccination; Immunology; Virus; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003004888,0.0002511954,0.0002560235,0.0003854537,0.0003691088,0.0004426415,0.0002652617,0.0003368611,0.001822005],"category_scores_gemma":[0.002420099,0.0001472591,0.0002855351,0.0006084185,0.0001830132,0.0002305885,0.0003857448,0.0005035799,0.0001951748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007342373,"about_ca_system_score_gemma":0.001058169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06472207,"about_ca_topic_score_gemma":0.09684583,"domain_scores_codex":[0.9997596,0.00003486827,0.00002999836,0.0000400368,0.00006575468,0.00006964021],"domain_scores_gemma":[0.9985633,0.000150556,0.0006051352,0.00003227232,0.0002720202,0.0003766774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001513984,0.000007953038,0.9994664,0.000005176958,0.000006950179,0.00003306373,0.00001581922,0.00002014802,0.00002542757,0.000002943197,0.00011639,0.0002845338],"study_design_scores_gemma":[0.000002355274,0.00001717206,0.9994978,0.00001033857,0.000007293839,0.00009525855,0.00008981338,0.0001332538,0.00001091972,0.000007594149,0.0001268635,0.000001223759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979801,0.0004139406,0.00005343961,0.0002816028,0.00001279806,0.00001219129,0.0005582326,0.000004538721,0.0006832685],"genre_scores_gemma":[0.9992784,0.0001584719,0.0000446524,0.0000444105,0.00001787821,0.000004108348,0.0003623896,8.312726e-7,0.00008881706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06472207,"threshold_uncertainty_score":0.1286907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693486946634601,"score_gpt":0.328664455311071,"score_spread":0.301729585844725,"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."}}