{"id":"W2051931483","doi":"10.1197/j.aem.2004.11.020","title":"Influenza and Emergency Department Utilization by Elders","year":2005,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Emergency department; Confidence interval; Outbreak; Respiratory infection; Pediatrics; Influenza A virus; Retrospective cohort study; Epidemiology; Internal medicine; Emergency medicine; Respiratory system; Demography; Virus; Immunology; Virology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006904838,0.0003395244,0.0004844941,0.0002325891,0.0002123736,5.326177e-7,0.0001708478,0.0002501966,0.004689937],"category_scores_gemma":[0.00116564,0.0002658058,0.00006753217,0.000540414,0.0002487332,0.0002312211,0.0001272989,0.0007138711,0.0001408738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333024,"about_ca_system_score_gemma":0.00005315618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007372023,"about_ca_topic_score_gemma":0.00001659641,"domain_scores_codex":[0.9966872,0.00007438142,0.001204307,0.0005154431,0.000867227,0.0006514975],"domain_scores_gemma":[0.9987128,0.00004868822,0.0002137729,0.0003399385,0.0002485374,0.000436215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001968364,0.00008500415,0.3407185,0.0002254511,0.0002338262,0.000004637133,0.001645864,0.000005830641,0.01934324,0.0004605055,0.6229601,0.01412017],"study_design_scores_gemma":[0.002322687,0.0005186811,0.03666943,0.0001650623,0.0002411452,0.00002003849,0.0005001801,0.0002847195,0.002380313,0.0003154928,0.9562693,0.0003129991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7637038,0.2056311,0.000339759,0.01067154,0.0008204186,0.001266836,0.00002767057,0.0002328983,0.01730605],"genre_scores_gemma":[0.6694583,0.3155318,0.00023694,0.004693198,0.002277451,0.0002330245,0.0001179739,0.00009824463,0.007353051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3333092,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1895705253586417,"score_gpt":0.4631508070175586,"score_spread":0.2735802816589169,"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."}}