{"id":"W2163981044","doi":"10.1086/507554","title":"Role of the Laboratory in Diagnosis of Influenza during Seasonal Epidemics and Potential Pandemics","year":2006,"lang":"en","type":"review","venue":"The Journal of Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control","funders":"","keywords":"Pandemic; Preparedness; Virus isolation; Isolation (microbiology); Influenza A virus subtype H5N1; Diagnostic test; Subtyping; Virology; Medicine; Intensive care medicine; Influenza pandemic; Coronavirus disease 2019 (COVID-19); Virus; Environmental health; Biology; Disease; Computer science; Infectious disease (medical specialty); Pathology; Bioinformatics; Veterinary medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004038225,0.001226631,0.002547286,0.004346769,0.0003872706,0.00175727,0.00169908,0.00227077,0.002237238],"category_scores_gemma":[0.005164275,0.0004090778,0.0006820119,0.003395962,0.001549027,0.002647164,0.0008841931,0.002070175,0.002273892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001215196,"about_ca_system_score_gemma":0.00205081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002742191,"about_ca_topic_score_gemma":0.002631179,"domain_scores_codex":[0.9978618,0.000873586,0.0002943706,0.000216771,0.0006579709,0.00009550691],"domain_scores_gemma":[0.995616,0.002774321,0.0003308304,0.0001277027,0.001005815,0.0001453938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001061552,0.00006159058,0.0007884922,0.01007424,0.00009631066,0.0003710974,0.000133558,0.0002201159,0.001065606,0.001901852,0.0118776,0.9733034],"study_design_scores_gemma":[0.00005920047,0.0004522489,0.006812418,0.01756484,0.0003595095,0.006942841,0.0006049788,0.0002197554,0.00198348,0.005207171,0.9597098,0.00008382303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009898021,0.9983516,0.0001558269,0.0003959239,0.000212282,0.000003649634,0.000005090506,0.000006306111,0.0007702711],"genre_scores_gemma":[0.001439874,0.997112,0.0005591885,0.0002279723,0.0003487372,0.000007633665,0.00001105351,0.00000157722,0.0002919497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004346769,"threshold_uncertainty_score":0.02135646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176805229490145,"score_gpt":0.3549980073848005,"score_spread":0.3232299550898991,"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."}}