{"id":"W2101390052","doi":"10.1128/jcm.02090-10","title":"Comparison of the Luminex xTAG Respiratory Viral Panel with xTAG Respiratory Viral Panel Fast for Diagnosis of Respiratory Virus Infections","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Respiratory viral infections research","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Provincial Laboratory of Public Health","funders":"","keywords":"Human metapneumovirus; Virology; Respiratory system; Virus; Viral load; Multiplex; Influenzavirus B; Influenza A virus; Medicine; Biology; Orthomyxoviridae; Respiratory tract infections; Bioinformatics; Internal medicine","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","sts"],"consensus_categories":[],"category_scores_codex":[0.004554222,0.000477115,0.002428517,0.0007418478,0.0002680642,0.00001804584,0.0008297773,0.0008822635,0.0002600401],"category_scores_gemma":[0.004637859,0.0003094422,0.00130864,0.000693672,0.002736064,0.0002709366,0.000282488,0.002213824,0.00002440506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766883,"about_ca_system_score_gemma":0.001606069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007840875,"about_ca_topic_score_gemma":0.0001821558,"domain_scores_codex":[0.9916244,0.001862986,0.004838455,0.0005774683,0.0003984955,0.000698253],"domain_scores_gemma":[0.9905291,0.002206976,0.003622097,0.001128354,0.002104321,0.0004091537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004069787,0.003285556,0.7556818,0.0002045072,0.0007176101,0.0000238158,0.0002326956,0.00002956079,0.2239967,0.0001832312,0.007715758,0.003858994],"study_design_scores_gemma":[0.01078316,0.04302339,0.4869296,0.0006527973,0.0009299452,0.000190278,0.0003667141,0.00001413281,0.2972126,0.0001578848,0.1592303,0.0005092601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994981,0.001200607,0.0003454183,0.0001720637,0.00118717,0.001178468,0.0001442266,0.00002953558,0.0007615029],"genre_scores_gemma":[0.9960958,0.00006812946,0.0006086314,0.001999269,0.000925863,0.00008736031,0.000004715715,0.00008482769,0.0001253701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2687522,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.321134958064095,"score_gpt":0.4684122473697838,"score_spread":0.1472772893056888,"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."}}