Qiankun Zuo, Ruiheng Li, Binghua Shi, Jin Hong, Yanfei Zhu, Xuhang Chen, Yixian Wu, Jia Guo
U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis
Frontiers in computational neuroscience
two cohorts children low moderateincome families timeuse diaries television viewing collected 3 years ages 25 47 years respectively tests reading math receptive vocabulary school readiness administered annually relations viewing performance tested path analyses controls home environment quality primary language english spanish viewing childaudience informative programs ages 2 3 predicted high subsequent performance four measures academic skills cohorts frequent viewers generalaudience programs performed poorly subsequent tests infrequent viewers programs childrens skills also predicted later viewing supporting bidirectional model children good skills age 5 selected childaudience informative programs fewer cartoons early elementary years children lower skills age 3 shifted viewing generalaudience programs ages 4 5 results affirm conclusion relations television viewed early academic skills depend primarily content programs viewed