{"id":"W71332914","doi":"10.1155/2013/762140","title":"Influenza Infection Screening Tools Fail to Accurately Predict Influenza Status for Hospitalized Patients During Pandemic H1N1 Influenza Season","year":2013,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Isolation (microbiology); Emergency department; Gold standard (test); Retrospective cohort study; Emergency medicine; Influenza-like illness; Internal medicine; Cohort; Pandemic; Respiratory system; Infection control; Outbreak; Intensive care medicine; Pediatrics; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Immunology; Virus; Virology; Disease","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":[0.003585183,0.0008218118,0.0006364705,0.001146137,0.0005046721,0.00151414,0.0009041628,0.0009101449,0.0007278326],"category_scores_gemma":[0.01963012,0.0004590061,0.0009795855,0.001200081,0.0005500123,0.0009428617,0.0007297957,0.0007498804,0.000424468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418061,"about_ca_system_score_gemma":0.001420741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03451734,"about_ca_topic_score_gemma":0.05061693,"domain_scores_codex":[0.9966457,0.0007154978,0.0005933811,0.0004212296,0.0010806,0.0005435986],"domain_scores_gemma":[0.9883246,0.003313541,0.004645354,0.0006583767,0.002020082,0.001038084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003762744,0.000008598671,0.9990653,0.000008673024,0.00001785673,0.00001680442,0.00005047102,0.00003317817,0.00003316327,0.000004337945,0.00006793191,0.0006560874],"study_design_scores_gemma":[0.00000491111,0.00009993801,0.9985058,0.00003219653,0.00003368734,0.0001115488,0.0001900281,0.0007830091,0.000091667,0.00001517603,0.0001272405,0.00000484617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978186,0.0004304779,0.0001513934,0.0001401988,0.0000307189,0.00002744576,0.000534497,0.000008896181,0.0008578568],"genre_scores_gemma":[0.999456,0.0000712158,0.00009342474,0.00003826987,0.000009588595,0.000006597245,0.000279676,0.000001353108,0.00004393558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03451734,"threshold_uncertainty_score":0.06863284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398793216941064,"score_gpt":0.3772978647196602,"score_spread":0.2374185430255538,"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."}}