This study generates high‐fidelity synthetic longitudinal records for a million‐patient diabetes cohort, successfully replicating clinical predictive performance. However, deeper analysis reveals algorithmic biases and trajectory inconsistencies that escape standard quality metrics. These findings challenge current validation norms, demonstrating why a
Francisco Ortuño +5 more
wiley +1 more source
Functions of heteranthery and enantiostyly for wing pollination by pollen-collecting bees in Dilatris ixioides (Haemodoraceae). [PDF]
Johnson SD, Midgley JJ, Illing N.
europepmc +1 more source
Linearizing and Forecasting: A Reservoir Computing Route to Digital Twins of the Brain
A new approach uses simple neural networks to create digital twins of brain activity, capturing how different patterns unfold over time. The method generates and recovers key dynamics even from noisy data. When applied to fMRI, it predicts brain signals and reveals distinctive activity patterns across regions and individuals, opening possibilities for ...
Gabriele Di Antonio +3 more
wiley +1 more source
Understanding wetland park feature influence through cross-regional multimodal analysis and interpretable modeling. [PDF]
Zheng X, Huang Y, Xie Z, Zheng A.
europepmc +1 more source
Cognitive Trajectories from Preclinical Alzheimer's Disease to Dementia
A continuous, multi‐domain characterization of cognitive decline across the Alzheimer's disease spectrum identifies when individual cognitive measures become abnormal. Episodic memory declines first, followed by executive function, language, processing speed, and visuospatial abilities, supporting improved clinical interpretation and optimized endpoint
Fredrik Öhman +3 more
wiley +1 more source
Cognitive and emotional responses to viewing mummies in an Egyptian museum. [PDF]
Iosa M +4 more
europepmc +1 more source
What Do We Know About Children's and Adolescents' Formal and Non-Formal Learning in the Zoo? A Systematic Literature Review. [PDF]
Baur A.
europepmc +1 more source
Randomized Comparison of Online Motivational Themes in Clinical Trial Recruitment. [PDF]
Harry T +9 more
europepmc +1 more source
Expert to novice: Understanding the challenges of transition to the specialist community public health nurse - health visitor role and its implications for role retention. A constructivist grounded theory. [PDF]
Henshaw L, Whitehead B, Hodge BS.
europepmc +1 more source

