Ahmet Keles, Muhammed Kose, Umit Furkan Somun, Meftun Culpan, Nese Yaksi, Asıf Yıldırım
Impact of health and digital health literacy on quality of life following radical prostatectomy for prostate cancer: prospective single-center cohort study
World journal of urology
alzheimers disease ad prevalent neurodegenerative disease effective treatment efficient rapid detection plays crucial role mitigating managing ad progression deep learningassisted smartphonebased microfluidic paper analysis devices pads offer advantages low cost good sensitivity rapid detection providing strategic pathway address largescale disease screening resourcelimited areas however existing smartphonebased detection platforms usually rely large devices cloud servers data transfer processing additionally implementation automated colorimetric enzymelinked immunoassay celisa pads facilitate realization smartphone pads platforms efficient disease detection paper introduces new deep learningassisted offline smartphone platform early ad screening offering rapid disease detection lowresource areas proposed platform features simple mechanical rotating structure controlled smartphone enabling fully automated celisa pads platform successfully applied sandwich celisa detecting amyloid peptide 142 142 crucial ad biomarker demonstrated efficacy 38 artificial plasma samples healthy 19 unhealthy 19 n 6 moreover employed yolov5 deep learning model achieved impressive 97 accuracy dataset 1824 images 1016 higher traditional method curvefitting results trained yolov5 model seamlessly integrated smartphone using ncnn tencents neural network inference framework enabling deep learningassisted offline detection userfriendly smartphone application developed control entire process realizing streamlined samples answers approach deep learningassisted lowcost userfriendly highly stable rapidresponse automated offline smartphonebased detection platform represents good advancement pointofcare testing poct moreover platform provides feasible approach efficient ad detection examining level 142 particularly areas low resources limited communication infrastructure