Using artificial intelligence for exercise prescription in personalised health promotion: A critical evaluation of OpenAIs GPT-4 model

A prudent approach also acknowledges the nuanced judgment that human practitioners bring to exercise prescription, balancing evidence-based practice with individualized care. HRMs aren’t medical devices, but trends in your heart rate, recovery, or heart rhythm can signal changes worth discussing with your healthcare provider. Some devices, like the Apple Watch, even have FDA-cleared ECG apps to record heart rhythm data. For women with large breasts who require more supportive bras, chest straps can be particularly tricky. Supportive or high-compression bras may push the strap down, create pressure points, or cause shifting, which can lead to discomfort, chafing, or inconsistent readings.

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Its dual ANT+ and Bluetooth connectivity worked seamlessly with my Garmin and smartphone apps. It analyzes your data, builds a personal baseline, and delivers insights tailored to your physiology. Share ECG results with your healthcare provider with a tap, empowering informed discussions about your heart health. Track your cycle, log symptoms, and discover how hormonal shifts affect your sleep, recovery, and training.

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The growth of artificial intelligence (AI) has generated countless possibilities in various fields, including healthcare and fitness [1–4]. With the ability to process vast amounts of data and generate personalised recommendations, AI has emerged as a captivating and promising tool in exercise prescription [1]. However, exercise prescription is not a one-size-fits-all approach or solution [13].

Evaluation and Review: Scenario 5 – Lisa

When shopping for a heart rate monitor, it’s important to consider not only strap length and adjustability but also how well the design works with your body type and workout apparel to ensure both comfort and reliable data. It tracks heart rate reliably across different workouts, from running to CrossFit. The strap fits well on me, but it might feel a bit tight or loose for some depending on body shape. Overall, it’s a dependable, no-frills monitor that gets the job done without breaking the bank, especially if this is your first foray into HR training. The model’s program incorporates flexibility exercises, beneficial in maintaining overall joint and muscle health [75].

Get results with a smart workout app

From engaging youth programs to complimentary childcare, Stone Creek Club and Spa offers something for everyone to enjoy. We will only ever send you really good stuff like details of new products or personalized training app special offers. Customer Reviews, including Product Star Ratings, help customers to learn more about the product and decide whether it is the right product for them. Battery life is solid at up to 38 hours, and Bluetooth syncing is quick, but the connection range isn’t amazing—you’ll want to keep your watch or phone fairly close. I’ve also noticed it can get a little itchy once I start sweating hard, so a quick postrun rinse is a must.

Rapid Weight Loss: Is It Safe?

While this can be a useful tool for cardio-based workouts, it may not be entirely suitable for yoga, where intensity can vary significantly based on the type of Yoga and individual postures [55]. A more appropriate measure might be a discomfort or difficulty scale, particularly suited to the slower pace and holding postures of yoga. Lastly, the model does not incorporate any form of aerobic or strength training exercises in Emily’s program [56, 57].

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However, patients should be warned to avoid the Valsalva manoeuvre while performing isometric exercises to avoid any overload on the cardiovascular system, and there were no cautions highlighted on this aspect by the proposed program [46]. The aim of the study was to critically assess the efficacy of exercise prescriptions generated by OpenAI’s Generative Pre-Trained Transformer 4 (GPT-4) model. These prescriptions, tailored for five hypothetical individuals with diverse health conditions and fitness goals, were subjected to evaluation by several leading experts in exercise prescription. Finally, there are some individuals that will need the continuous presence of a coach next to them to exercise [80, 81], and for these persons AI may never provide an adequate solution. One primary limitation was the static nature of the interaction with the AI model.

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While this program aligns with general recommendations for managing diabetes mellitus and promoting weight loss, it lacks specificity and a more nuanced understanding of exercise prescription in the context of diabetes management. The model appropriately emphasizes yoga and meditation, both of which are well-documented for their beneficial effects on mental health, stress reduction, and overall well-being [54]. The model correctly provides for a gradual increase in session length, permitting Emily to adapt progressively to the increasing demands of the program. This outcome may be possible through links to other resources and instructional videos. In addition, as with scenario 2, the GPT-4 model recommended a medical evaluation before beginning the exercise program which is not necessary in an otherwise healthy young adult. For strength training and swimming (Table 4), let’s use a similar structure to the previous detailed sessions but adapted for Sarah.

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• Essentially, a semicolon is like a comma with more meaning or a colon with more flexibility.
• However, there is room for refinement in areas like individualised intensity measures, systematic progression, nuanced application of resistance training guidelines, and incorporation of RPE as a training monitoring tool.
• For instance, if a practitioner had previously observed a patient with similar health conditions to John experiencing adverse reactions to HIIT, they might be more cautious and exclude HIIT from John’s program.
• For each exercise, Lisa should take slow, deep breaths, exhaling on the exertion phase and inhaling on the return.
• However, the program could be better tailored by suggesting exercises to help enhance thoracic mobility and lung function.
• WHOOP One focuses on performance with sleep tracking, recovery insights, VO2 max, strength training load tracking, step counting, women’s hormonal insights, and personalized coaching guidance.

Only those who made substantial contributions to the study were listed as authors. Contributors who made less significant contributions or improvements to the manuscript were duly acknowledged. For over 40 years, Road Runner Sports has been one of the best places to buy running shoes. Whether you’re training for a marathon or enjoying walks through your neighborhood, we’re here to equip and inspire you to achieve your goals. Visit one of our 52 running shoe stores across the country, or shop online with help from our free fitting tool.

of 5 / Healthy Weight Resources

Wake up to your morning report to see health insights alongside an overview of sleep, recovery and training outlook (data presented is intended to be a close estimation of metrics tracked). Use training effect and training effect labels to see how your workouts impact your fitness and to understand the primary benefit achieved from your workout. Then, check recovery time to know how long to take it easy between runs. Pair your watch to your smartphone, and your notifications will show up right on your wrist. Get a more complete picture of your health, not just a glimpse, from your Forerunner 165 smartwatch, with up to 11 days of battery life in smartwatch mode.