{"id":"W2115741699","doi":"10.4161/viru.22466","title":"Diagnosis of influenza from lower respiratory tract sampling after negative upper respiratory tract sampling","year":2013,"lang":"en","type":"article","venue":"Virulence","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Respiratory tract; Sampling (signal processing); Respiratory system; Respiratory tract infections; Medical diagnosis; Respiratory illness; Medicine; Lower respiratory tract infection; Internal medicine; Biology; Pathology","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":[0.001379233,0.0003081888,0.0004505309,0.000692748,0.000541741,0.0006987666,0.000364156,0.0004310579,0.001534103],"category_scores_gemma":[0.007137245,0.0002576986,0.0003595187,0.0003344154,0.0003416337,0.0003774137,0.0004226984,0.000678026,0.0004938918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002436325,"about_ca_system_score_gemma":0.0004474395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007109062,"about_ca_topic_score_gemma":0.005753541,"domain_scores_codex":[0.9988319,0.0002976605,0.0001328819,0.0002024359,0.0002728896,0.0002621569],"domain_scores_gemma":[0.9968799,0.000977831,0.0009508897,0.0003874734,0.0004772831,0.0003266069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001492743,0.00002258728,0.9965586,0.000008425804,0.00001168179,0.0009569451,0.00009705966,0.00001106117,0.0007886923,0.00001537591,0.0000769533,0.001303314],"study_design_scores_gemma":[0.00001315422,0.0005594201,0.9855223,0.00002939961,0.00006271395,0.0109272,0.0004095743,0.000348131,0.00133203,0.00002927407,0.0007531084,0.00001376785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980941,0.0002733412,0.0003499701,0.0000377423,0.0000274233,0.00002275545,0.0001757341,0.000007270812,0.00101174],"genre_scores_gemma":[0.9993899,0.00008514306,0.0001525792,0.00004753839,0.00001360703,0.000005841083,0.0001313718,0.000003229655,0.0001708819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007109062,"threshold_uncertainty_score":0.01413542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372176625756286,"score_gpt":0.3909954810449222,"score_spread":0.2537778184692936,"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."}}