{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006614854,0.0004732239,0.0008198892,0.0003947064,0.0002056767,0.00007524561,0.0003708189,0.0002811494,0.002442737],"category_scores_gemma":[0.003186346,0.0004035926,0.0003055902,0.000505074,0.0005882732,0.0008137794,0.0002497445,0.0008869029,0.0008715352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002497973,"about_ca_system_score_gemma":0.0002873505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001132762,"about_ca_topic_score_gemma":0.00002329585,"domain_scores_codex":[0.9960863,0.0002067196,0.001009469,0.0007954433,0.001063285,0.0008387624],"domain_scores_gemma":[0.9957634,0.001862691,0.0003241554,0.0009668116,0.0007154167,0.0003675339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006982603,0.0007649848,0.9109121,0.0002262635,0.000240073,0.00005304702,0.001704737,0.00005233434,0.07140112,0.0000380391,0.0008298995,0.01307917],"study_design_scores_gemma":[0.001644866,0.0004967913,0.9475959,0.0009901531,0.0001016527,0.000001547646,0.0003990337,0.00002052883,0.02549599,0.0006382042,0.02219982,0.0004155161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902881,0.007087748,0.0001160425,0.0002143639,0.0002097683,0.001106574,0.0001736303,0.0001111593,0.0006926479],"genre_scores_gemma":[0.9878268,0.000288219,0.003051281,0.007399584,0.0004387941,0.0008702888,0.000003385521,0.00008500125,0.00003661072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04590513,"threshold_uncertainty_score":0.9999064,"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."}}