Inka Roesel, Daniela Froehlich, Stefanie Joos, Jan Valentini, Holger Mauch, Peter Martus
The Patient Activation Measure-13 (PAM-13) in an oncology patient population: psychometric properties and dimensionality evaluation
Health and quality of life outcomes
membrane breakage lead filtration failure allows harmful substances enter effluent posing potential hazards human health environment study innovative combination fluorescence ultravioletvisible uvvis spectroscopy identify membrane breakage aims unravel comprehensive information improve detection sensitivity selectivity enable realtime monitoring capabilities fluorescence uvvis data extracted variance partitioning analysis vpa integrated decision tree algorithm form superior system enhanced discrimination capabilities vpa improves discrimination efficiency extracting key information spectral data eliminating redundancy decision tree algorithm hand process large amounts data simultaneously addition method wide range applications used various scenarios accurately scenarios include domestic sewage micropollutant water aquaculture wastewater secondary treated sewage experimental results validate application machine learning classifiers membrane breakage detection accuracy rate 968 974