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 1 Construction of Offensive Play Measurement Items and Shot Prediction Model Applying Machine Learning in Japan Professional Football League
 Hirotaka Jo, Hiroki Matsuoka, Kozue Ando and Takahiko Nishijima
 [Received May 10, 2021; Accepted October 11, 2021]
 2 Intermittent High-Intensity Endurance and Anaerobic Exercise Ability Index in Male College Soccer Players: Comparing Athletes from Different Levels of Competition within the Same Team
Taichi Nishikawa, Kerim Masaki Kobayash and Toshiyuki Ohya
[ in Japanese ]
[Received August 30, 2021; Accepted February 21, 2022]
 3 Characteristics of Psychological Stress Processes and Collective Efficacy in Response to Athlete-Athlete Relationship Stressors in Youth Soccer Players
 Takayuki Natsuhara, Yudai Ichikawa and Masao Nakayama
 [Received May 28, 2021; Accepted January 17, 2022]
 4 Characterization of Top-ranked Teams in Japanese Domestic Elite Rugby Union's League Competition Focusing on Game Performance in the Opposition's 22
Takuo Furukawa and Daisuke Kawabe
[ in Japanese ]
[Received September 5, 2021; Accepted April 11, 2022]
 5 Physical Characteristics and Performance of Starters and Non-Starters in Elite-Level Female Soccer Players in College: A Case Study of Japanese Athletes
 Shota Yamaguchi, Takayuki Inami, Daichi Yamashita, Miduki Nakamura and Naohiko Kohtake
 [Received February 19, 2021; Accepted March 1, 2022]
 6 Achievement Standards and Causal Structure of Offensive Skill Measurement Items in Japan Professional Football League
 Hirotaka Jo, Hiroki Matsuoka, Kozue Ando and Takahiko Nishijima
 [Received November 4, 2021; Accepted January 21, 2022]

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