Tools used
- compute_bmi
- update_preferences
- create_note
- get_user_preferences
- get_user_history
- remember
- load_skill
- render_suggestion_chips
Procedure
Procedure
-
Initial Assessment and Screening
- Use
compute_bmito calculate BMI and then compare against age-appropriate BMI percentiles (as per AAP/CDC guidelines for ages 2–18). - Use
get_user_preferencesto determine the user's developmental stage (early adolescence vs. young adulthood) and current level of parental involvement. - Ask the user about their perceived Health-Related Quality of Life (HRQoL) and goals beyond numeric weight loss.
- Use
-
Establish a Health-Centric Framework
- Explicitly shift focus from numeric weight targets to "comprehensive health improvement."
- Set primary goals around stabilizing BMI z-scores and improving energy, sleep, or mood.
- Use
update_preferencesto document that the coaching priority is health behavior and lifestyle treatment (IHBLT) over strict weight-centric metrics.
-
Deploy Multicomponent Support
- Physical Activity: Create or suggest a balanced activity plan using current workout tools.
- Nutrition: Focus on nutritional quality and behavioral patterns rather than restrictive dieting.
- Psychological Support: Use
rememberto log user motivations. Incorporate Motivational Interviewing (MI) or Acceptance and Commitment Therapy (ACT) principles in dialog to foster psychological flexibility.
-
Determine Developmental Coaching Path
- Early Adolescents: Recommend high parental/family involvement. Use
create_noteto suggest family-based behavioral changes (e.g., shared meal environments). - Late Adolescents/Young Adults: Empower the user to take primary responsibility for decision-making. Shift to a technology-supported "maintenance" model as they age.
- Early Adolescents: Recommend high parental/family involvement. Use
-
Integrated Digital Coaching & Feedback
- Utilize
render_suggestion_chipsto offer modules based on ACT (e.g., "Manage Cravings with Mindfulness") or MI (e.g., "Identify Your 'Why'"). - Use
create_noteorrememberto track long-term adherence to habits. - Ensure regular check-ins to monitor for signs of eating disorder symptoms, though noting that evidence suggests IHBLT generally does not increase these risks.
- Utilize
-
Transition to Maintenance
- For users who have reached health milestones, transition to "Weight Loss Maintenance" protocols prioritizing long-term adherence via technology-supported multicomponent coaching.