Deana Herrman, Celia M Pechak, Kristin Berg, Susan Magasi
Instructing to Impact: Exploration of Doctor of Physical Therapy Education Instruction of Social Determinants of Health and Health Equity for People with Disabilities
Physical therapy
mislabelled khao dawk mali 105 rice coming geographical region outside thung kula rong hai region extremely profitable difficult detect prevent retail fraud adversely affects food industry consumers vital identify geographical origin near infrared spectroscopy used detect specific content organic moieties agricultural food products present study implemented combinatorial method ftnir spectroscopy chemometrics identify geographical origin khao dawk mali 105 rice rice samples collected 2 different region including north northeast thailand nir spectra data collected range 12500 4000 cm1 8002500 nm five machine learning algorithms including linear discriminant analysis lda partial least squares discriminant analysis plsda csupport vector classification csvc backpropagation neural networks bpnn hybrid principal component analysisneural network pcnn knearest neighbors knn employed classify nir data rice samples full wavelength selected wavelength extremely randomized trees extra trees algorithm based findings geographical origin rice could specified quickly cheaply reliably using combination nirs machine learning models creating full wavelength selected wavelength exhibited accuracy 65 100 identifying geographical region rice proven nir spectroscopy may used quick nondestructive identification geographical origin khao dawk mali 105 rice