{"id":"W4309175616","doi":"10.1101/2022.11.07.22281957","title":"Clinical Evaluation of the GeneXpert <sup>®</sup> Xpert <sup>®</sup> Xpress SARS-CoV-2/Flu/RSV <i>PLUS</i> Combination Test","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Public Health Agency of Canada; Ontario Tech University; Lakeridge Health","funders":"","keywords":"GeneXpert MTB/RIF; Medicine; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Pandemic influenza; Pandemic; Tuberculosis; Mycobacterium tuberculosis; Internal medicine; Infectious disease (medical specialty); Pathology","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":[0.002985205,0.0006480761,0.0006351053,0.0005505056,0.0002379835,0.0008989521,0.0004794963,0.0008082438,0.001408697],"category_scores_gemma":[0.006205319,0.0003023383,0.0002670051,0.0003693899,0.0005660834,0.0004520736,0.0002442251,0.000656732,0.0009426604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006390669,"about_ca_system_score_gemma":0.0004935194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001621863,"about_ca_topic_score_gemma":0.002221277,"domain_scores_codex":[0.9973124,0.0008264206,0.0002027165,0.000378325,0.001134929,0.0001452504],"domain_scores_gemma":[0.9971698,0.0006621873,0.0002630712,0.00008583441,0.001457766,0.0003614614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01136627,0.001540434,0.697508,0.0007247662,0.0002130841,0.007770039,0.0008104195,0.001618717,0.1290612,0.0004604035,0.009501878,0.1394247],"study_design_scores_gemma":[0.0007722239,0.06158276,0.7822509,0.0002734361,0.0004511151,0.02956799,0.0007009677,0.01621358,0.0831439,0.0002623741,0.02464453,0.0001363024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669518,0.007944084,0.005299368,0.001181275,0.0002046927,0.0007842769,0.00107657,0.0004152631,0.0161426],"genre_scores_gemma":[0.9926074,0.001008896,0.003282233,0.0005535793,0.00006340611,0.00007622044,0.0008326571,0.00002373169,0.001551939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002985205,"threshold_uncertainty_score":0.01578748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148357812854307,"score_gpt":0.3847250525965386,"score_spread":0.269889271311108,"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."}}