{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002035342,0.000181956,0.0002784869,0.0001946594,0.00008514469,0.000006598335,0.0001335953,0.00005630049,0.0002643348],"category_scores_gemma":[0.001290617,0.00009238117,0.0001747331,0.0003375027,0.0002262875,0.0001321311,0.00008255625,0.00009375978,0.00004828582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099482,"about_ca_system_score_gemma":0.0001330946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001599742,"about_ca_topic_score_gemma":0.0003799832,"domain_scores_codex":[0.9982421,0.0001595262,0.0004272714,0.0002544036,0.0005446899,0.0003720274],"domain_scores_gemma":[0.9988675,0.0002617743,0.0001142235,0.0004294124,0.0001973149,0.0001298158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003169027,0.0006871744,0.9940794,0.0002505281,0.0001024498,0.0000137076,0.0005063436,0.000004821321,0.00005053787,0.00005771922,0.00283931,0.001091085],"study_design_scores_gemma":[0.0033599,0.0003093815,0.9942207,0.0003284693,0.0001020311,0.000003737814,0.0001629761,0.00000514445,0.0002046941,0.00008612597,0.001107508,0.0001092928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951361,0.001464312,0.00002554835,0.00004900068,0.0002004449,0.001129288,0.00006751461,0.00007544915,0.001852274],"genre_scores_gemma":[0.9987553,0.0003571039,0.000005776953,0.0001531351,0.0001930181,0.0004214121,0.000005067827,0.00001909473,0.0000901327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00361909,"threshold_uncertainty_score":0.3767195,"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."}}