Research map: Cross-model consistency of AI-generated exercise prescriptions: A repeated generation study across three large language models

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  1. Quantity and Quality of Exercise for Developing and Maintaining Cardiorespiratory, Musculoskeletal, and Neuromotor Fitness in Apparently Healthy Adults · Carol Ewing Garber · 2011 · 9355 citations · Cited by this paper
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  16. Comprehensiveness, Accuracy, and Readability of Exercise Recommendations Provided by an AI-Based Chatbot: Mixed Methods Study · Amanda L. Zaleski · 2024 · 64 citations · Cited by this paper
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  18. American College of Sports Medicine Position Stand. Resistance Training Prescription for Muscle Function, Hypertrophy, and Physical Performance in Healthy Adults: An Overview of Reviews · Brad S. Currier · 2026 · 52 citations · Cited by this paper
  19. Derivation and external validation of machine learning prediction for severe acute kidney injury in patients with sepsis-induced coagulopathy: a study based on the MIMIC database and a Chinese cohort · 2026 · Related
  20. Physical Activity and Exercise Intensity Terminology: A Joint American College of Sports Medicine (ACSM) Expert Statement and Exercise and Sport Science Australia (ESSA) Consensus Statement · David John Bishop · 2025 · 48 citations · Cited by this paper
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  22. Evaluating clinical AI summaries with large language models as judges · Emma Croxford · 2025 · 45 citations · Cited by this paper
  23. Using Large Language Models to Enhance Exercise Recommendations and Physical Activity in Clinical and Healthy Populations: Scoping Review · Xiangxun Lai · 2025 · 31 citations · Cited by this paper
  24. Harnessing Generative Artificial Intelligence for Exercise and Training Prescription: Applications and Implications in Sports and Physical Activity—A Systematic Literature Review · Luca Puce · 2025 · 29 citations · Cited by this paper
  25. ChatGPT Generated Training Plans for Runners are not Rated Optimal by Coaching Experts, but Increase in Quality with Additional Input Information · Peter Düking · 2024 · 27 citations · Cited by this paper
  26. Next steps to advance general physical activity recommendations towards physical exercise prescription: a narrative review · Raúl Ricardo Festa · 2023 · 24 citations · Cited by this paper
  27. The multiple uses of artificial intelligence in exercise programs: a narrative review · Alberto Canzone · 2025 · 21 citations · Cited by this paper
  28. Evaluation Strategies for Large Language Model-Based Models in Exercise and Health Coaching: Scoping Review · Xiangxun Lai · 2025 · 16 citations · Cited by this paper
  29. Using ChatGPT to promote college students’ participation in physical activities and its effect on mental health · Yifan Zhang · 2024 · 10 citations · Cited by this paper
  30. The effects of chat GPT generated exercise program in healthy overweight young adults · Pakpoom Philuek · 2024 · 10 citations · Cited by this paper
  31. GPT- 4 as a virtual fitness coach: a case study assessing its effectiveness in providing weight loss and fitness guidance · Guanchong Li · 2025 · 10 citations · Cited by this paper
  32. ChatGPT-4o-Generated Exercise Plans for Patients with Type 2 Diabetes Mellitus—Assessment of Their Safety and Other Quality Criteria by Coaching Experts · Samir Akrimi · 2025 · 7 citations · Cited by this paper
  33. Knowledge-grounded large language model for personalized sports training plan generation · Zhongliang He · 2026 · 4 citations · Cited by this paper
  34. An AI-Assisted Adaptive Boolean Rubric for exercise prescription evaluation: A pilot validation study · Xiangxun Lai · 2025 · 3 citations · Cited by this paper
  35. The Potential of AI to Create Personalized Exercise Plans · Elizabeth J. Enichen · 2025 · 2 citations · Cited by this paper
  36. Action Mechanism and Optimization Strategy of Artificial Intelligence in Health Behavior Intervention · Meiling Zhang · 2026 · 2 citations · Cited by this paper
  37. Generative and Large-Scale Artificial Intelligence in Exercise and Sports Medicine: A Narrative Review · Bokyoung Kim · 2026 · 1 citation · Cited by this paper
  38. AI-Generated Exercise Prescriptions for At-Risk Populations: Safety and Feasibility of a Large Language Model Assessed by Expert Evaluation · Minkyung Choi · 2026 · 1 citation · Cited by this paper
  39. Evaluating ChatGPT’s advice and recommendations regarding exercise for people with inclusion body myositis · Katherine Schütze · 2026 · 1 citation · Cited by this paper

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