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If the risk of stroke is evaluated as either "moderate" or "high," the

programme offers customised health recommendations that are customised

to the user's unique risk factors and health circumstances. For example,
those who engage in smoking are recommended to contemplate cessation,

while individuals with hypertension or heart disease are urged to
continuously monitor and control their condition. Furthermore, it is

advised that those classified as "overweight" or "obese" strive to achieve a

more optimal weight for their overall well-being. The individualised
guidance is gathered and organised into a comprehensive list to be

presented to the user. Figure 4.52 displays the code snippet used in the
prediction method to evaluate stroke risk levels, classify BMI, and provide

tailored health recommendations based on risk variables.

Figure 4.52 Snippet code of prediction page’s route.

The user's data, including stroke risk and level, is then placed into the

'userdata' table in the database. Ultimately, the procedure culminates in a

referral to a results page, where the user is provided with their computed
stroke risk and tailored guidance.

In addition, the website includes a "Health Prediction Disclaimer" that

clearly states that the tool is meant to be used as a preventative measure
and not as a substitute for professional healthcare advice. This emphasises

the platform's commitment to user well-being and making educated health

decisions. By include a "Frequently Asked Questions" section, the page is

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