Methods and systems for monitoring metabolic parameters of humans and other animals in an enclosed or semi-enclosed space such as a room. In these embodiments, metabolic parameters like basal metabolic rate, energy expenditure, and body composition are derived from environmental measurements of carbon dioxide (CO2) production using context-aware processing algorithms. This information can be integrated in innovative coaching programs for weight management, fitness improvement, pregnancy management, and chronic disease management.
