From Labs to Menus: Turning eGFR, Electrolytes & A1C into Actionable Plans

Translate labs into constraints and targets, then generate menus that pass “lab-aware” validation checks. Keep the reasoning explainable for patients and charting.

• eGFR & albuminuria → intensity of sodium/potassium/phosphate oversight and protein energy needs (KDIGO, 2024; KDOQI, 2020). KDIGOAJKD
• A1C & glucose patterns → carb distribution, fiber emphasis, and hypo-awareness education (ADA, 2025). American Diabetes Association
• Medication flags → timing windows and food–drug interactions (FDA, 2018/2021; MedlinePlus). U.S. Food and Drug Administration+1MedlinePlus

Build a validation step that rejects a menu if, for example, potassium exceeds the patient’s limit, or if a flagged interaction is unresolved (Sutton et al., 2020). PMC