Hsiu-Chin Hsu, Mei-Hsiang Lin
The impact of an educational program on nurses' shared decision making attitudes: A randomized controlled trial
Applied nursing research : ANR
owing value dnawrapped singlewalled carbon nanotube swntbased sensors chemically specific imaging biology explore machine learning ml predictions dnaswnt serotonin sensor responsivity function dna sequence based whole swnt fluorescence spectra analysis reveals crucial role dna sequence binding modes dnaswnts serotonin smaller influence swnt chirality regression ml models trained existing data sets predict change fluorescence emission response serotonin ff hundred wavelengths new dnaswnt conjugates successfully identifying high lowresponse dna sequences despite successful predictions also show finite size training data set leads limitations prediction accuracy nevertheless incorporating entire spectra ml models enhances prediction robustness facilitates discovery novel dnaswnt sensors approaches show promise identifying new chemical systems specific sensing response characteristics marking valuable advancement dnabased system discovery