Peter G Delaney, Zachary J Eisner, Haleigh Pine, Max Klapow, Alfred Harun Thullah, Richard Bamuleke, Issa Mohamet Nuur, Krishnan Raghavendran
Leveraging transportation providers to deploy lay first responder (LFR) programs in three sub-Saharan African countries without formal emergency medical services: Evaluating longitudinal impact and cost-effectiveness
Injury
high levels chromium cr soil pose significant threat humans environment laboratorybased chemical analysis methods cr time consuming expensive thus urgent need efficient method detecting cr soil study deep neural network dnn approach applied land use cover area frame survey lucas dataset develop hyperspectral soil cr content prediction model good generalizability accuracy optimal dnn model constructed optimizing spectral preprocessing methods dnn hyperparameters achieved good predictive performance cr detection correlation coefficient value 079 testing set four important hyperspectral bands strong cr sensitivity 400439 13641422 18621934 21582499 nm identified permutation importance local interpretable modelagnostic explanations soil iron oxide clay mineral content found important factors influencing soil cr content findings study provide feasible method rapidly determining soil cr content hyperspectral data refined applied largescale cr detection future