Li Guanchong, Li Hansen, Su Yuqin, Li Yun, Jiang Sijia, Zhang Guodong
Institute of Sport Science, College of Physical Education, Southwest University, Chongqing, China.
College of Physical Education, Chongqing University of Posts and Telecommunications, Chongqing, China.
BMC Public Health. 2025 Jul 15;25(1):2466. doi: 10.1186/s12889-025-22739-8.
As obesity presents a growing public health challenge, demand for personalized fitness solutions has increased. This study evaluates GPT-4's effectiveness as a virtual fitness coach for creating personalized plans.
A 24-year-old Chinese female's data was used by GPT-4 and three professional coaches to develop 16-week fitness plans. Experts evaluated these plans on personalization, effectiveness, comprehensiveness, and safety. Statistical analyses were performed.
GPT-4 excelled in personalization (M = 12.80, SD = 0.84) compared to coaches (M = 11.53, SD = 0.46), However, the difference wasn't big enough to be considered statistically significant (p > 0.05). In terms of effectiveness (GPT-4: M = 12.60, Coaches: M = 12.80), safety (GPT-4: M = 12.20, Coaches: M = 12.33), and comprehensiveness (GPT-4: M = 12.00, Coaches: M = 12.13), coaches slightly outperformed GPT-4, But again, these differences didn't reach statistical significance (p > 0.05).
GPT-4 shows promise as a virtual fitness coach but cannot fully replace human coaches due to technological limitations. Future research should explore enhancing AI models' applicability in sports and their collaboration with coaches for optimal personalized fitness solutions.
由于肥胖对公共卫生构成日益严峻的挑战,对个性化健身解决方案的需求不断增加。本研究评估了GPT-4作为虚拟健身教练制定个性化计划的有效性。
GPT-4和三名专业教练利用一名24岁中国女性的数据制定了16周的健身计划。专家们从个性化、有效性、全面性和安全性方面对这些计划进行了评估,并进行了统计分析。
与教练相比(M = 11.53,标准差 = 0.46),GPT-4在个性化方面表现出色(M = 12.80,标准差 = 0.84)。然而,差异不够大,不具有统计学意义(p > 0.05)。在有效性方面(GPT-4:M = 12.60,教练:M = 12.80)、安全性方面(GPT-4:M = 12.20,教练:M = 12.33)和全面性方面(GPT-4:M = 12.00,教练:M = 12.13),教练略优于GPT-4。但同样,这些差异也未达到统计学意义(p > 0.05)。
GPT-4作为虚拟健身教练显示出了潜力,但由于技术限制,它不能完全取代人类教练。未来的研究应探索提高人工智能模型在体育领域的适用性,以及它们与教练的合作,以提供最佳的个性化健身解决方案。