Rapid breath analysis for acute respiratory distress syndrome diagnostics using a portable two-dimensional gas chromatography device: Rapid breath analysis for acute respiratory distress syndrome diagnostics using a portable two-dimensional gas chromatography device - Zhou, Menglian; Sharma, Ruchi; Zhu, Hongbo; Li, Ziqi; Li, Jiliang; Wang, Shiyu; Bisco, Erin; Massey, Justin; Pennington, Amanda; Sjoding, Michael; Dickson, Robert P.; Park, Pauline; et al. (Analytical and bioanalytical chemistry, 2019)
Keywords: Acute respiratory distress syndrome; Algorithms; Analytical Chemistry; artificial intelligence; automation; Biochemistry; Blood Gas Analysis; Breath tests; Breath Tests - instrumentation; Characterization and Evaluation of Materials; Chemistry; Chemistry and Materials Science; Chromatography; Chromatography, Gas - instrumentation; comprehensive two-dimensional gas chromatography; Diagnosis; Discriminant analysis; early diagnosis; Elution; Etiology; Female; Food Science; Gas chromatography; Humans; Laboratory Medicine; Learning algorithms; Lungs; Machine learning; Male; Middle Aged; Mobile devices; Monitoring; Monitoring, Physiologic; Monitoring/Environmental Analysis; Morbidity; mortality; patients; Physicians; Portable equipment; prediction; Predictions; principal component analysis; Principal components analysis; Prognosis; rapid methods; Research Paper; Respiratory distress syndrome; Respiratory Distress Syndrome - diagnosis; Respiratory therapy; Sensitivity analysis; Telemedicine; Tracking; Trajectories; United States; Acute respiratory distress syndrome gas chromatography; 2D GC; Breath analysis; Machine learning