Tingting Lu, Zhen Yang, Ping Chen, Jingyan Li, Chen Zheng, Linghui Kong, Huijun Zhang
Influencing factors of medication literacy among community-dwelling older adult patients with hypertension: a study based on social learning theory
Frontiers in pharmacology
advancements internet things iot technologies enabled implementation smart wearable sensors employed provide older adults affordable accessible continuous biophysiological status monitoring quality monitoring data however unsatisfactory due excessive noise induced various disturbances motion artifacts existing methods take advantage summary statistics mean median values denoising without taking account biophysiological patterns embedded data research functional data analysis modeling method proposed enhance data quality learning individual subjects diurnal heart rate hr patterns historical data improved fusing newly collected data proposed datafusion approach developed based bayesian inference framework effectiveness demonstrated hr analysis prospective study involving older adults residing assisted living home settings results indicate imperative conduct personalized healthcare estimating individualized hr patterns furthermore proposed calibration method provides accurate smaller mean errors precise smaller error standard deviations hr estimation raw hr conventional methods mean