Exploring performance of athletic individuals: Tying athletic behaviors and big-five personality traits with sports performance.

The paper aims to investigate the interplay of sports athletic behavior between big-five personality traits and sports performance in China. The study acquired cross-sectional responses on the questionnaire from 260 Chinese sports athletes, including males and females. Fuzzy analysis techniques were applied to examine the results of the study.

Leveraging natural cognitive systems in conjunction with ResNet50-BiGRU model and attention mechanism for enhanced medical image analysis and sports injury prediction.

Introduction: In this study, we explore the potential benefits of integrating natural cognitive systems (medical professionals' expertise) and artificial cognitive systems (deep learning models) in the realms of medical image analysis and sports injury prediction. We focus on analyzing medical images of athletes to gain valuable insights into their health status.

Methods: To synergize the strengths of both natural and artificial cognitive systems, we employ the ResNet50-BiGRU model and introduce an attention mechanism.