Cardiopulmonary Exercise Test

The goal of this observational experimental study is to validate a rule-based algorithm to automate CPET interpretation. The endpoints of this study are the following: * The change in agreement between key opinion leaders (KOLs) and the algorithm-generated CPET interpretation reports, comparing baseline to the end of the 6 month study period. * Baseline agreement between KOLs and the algorithm * Agreement at 6 months between KOLs and the algorithm * Change in self-reported confidence scores before and after using the automated report * Feedback on automated protocols generated via the platform during the 6-month implementation period * Descriptive evaluation of center-level CPET interpretation reports practices at three timepoints Patients referred for a CPET will be included to collect observational data without interference within clinical routine. KOLs will be recruited from participating centres to fill out a survey for CPET interpretations.

Heart Failure (HF) is a complex disease associated with the highest burden of cost to the healthcare system. The cardiopulmonary exercise test (CPET) is instrumental in determining the prognosis of patients with HF. This multicentre study will validate whether aggregate biometric data from the Apple Watch combined with demographic, cardiac, and biomarker testing can improve our ability to predict heart failure outcomes among a diverse outpatient HF population.

Current international guidelines recommend that patients with a heart pump (left ventricular assist device, LVAD) participate in supervised exercise cardiac rehabilitation programs. However, not all patients with a heart pump are able to attend to a supervised program on a daily basis. The goal of this clinical trial is to determine whether a home-based exercise program helps patients with a heart pump improve their exercise capacity and quality of life, guided by telemedicine tools including a mobile app, smartwatch, and remote medical checkups. The study will also provide information about the safety of this program by monitoring for any issues or symptoms during home activity. The trial aims to answer the following questions: * Does a 12-week remote exercise program improve patients' exercise capacity? This will be measured using the 6-minute walk test and a cardiopulmonary exercise test. * Is it safe for patients to follow this exercise plan at home while being monitored through a mobile app and smartwatch? * Does the program improve quality of life and reduce feelings of anxiety or depression? This will be assessed using widely validated questionnaires, such as the Kansas City Cardiomyopathy Questionnaire. Researchers will compare the remote exercise program to standard care, which usually does not include exercise for patients who are unable to attend the hospital daily. Participants will: * Join the study voluntarily after signing a consent form. * Be randomly assigned, with a 50% chance of being in either the exercise group (following a structured plan with a mobile app) or the usual care group (receiving general written advice), to see which approach works best for recovery. * Follow a 12-week home-based routine if in the exercise group, including warm-up routine, walking or cycling, respiratory exercises, and light strength training, all supported by the mobile app, smartwatch, and professional monitoring. * Visit the hospital three times over six months for medical checkups, including walking and exercise tests, blood analyses, and questionnaires about physical and emotional health.