Methodology — How We Rate Foods

How the Verdict Engine Works

Our verdict engine takes USDA nutrition data and applies three scoring dimensions based on the AASLD 2023 Practice Guidance and ADA 2024 Standards of Care. Here is exactly how each food gets its rating:

1. Saturated Fat Ratio

We calculate saturated fat as a percentage of total fat. Below 30% = Green. 30-45% = Yellow. Above 45% = Red. For foods with less than 3g total fat per 100g, this dimension is bypassed. Based on: Nature Reviews Gastroenterology, 2021.

2. Added Sugar

Any food with added sugars (sugar-sweetened beverages, candies, desserts with added sweeteners, or foods described as sweetened/glazed) is automatically rated Red — a one-strike veto. Whole fruits are exempt. Based on: AASLD 2023, AGA 2021.

3. Carbohydrate Type

Applies only to foods with 10g+ carbs per serving. Whole grains, legumes, and non-starchy vegetables = Green. Starchy vegetables and whole fruits = Yellow. Refined carbohydrates (white rice, white bread, regular pasta) = Red. Based on: AASLD 2023, ADA 2024.

4. Processing Level

Deeply processed foods (with industrial preservatives, nitrates, or extensive formulation) receive an automatic Red veto. Fresh and lightly processed foods are not penalized. Based on: AASLD 2023, WHO IARC.

Fusion Rule

The final verdict is the worst score across all applicable dimensions. We do not average or weight scores. This conservative approach ensures that if any dimension flags a food as problematic, the final rating reflects it.

Cooking Method Adjustment

Frying, deep-frying, and heavy-sauce cooking methods (braising with sugar, hot pot) downgrade the verdict by one level. Steaming, boiling, and light stir-frying with olive oil do not affect the rating.

Portion & Frequency Recommendations

Portion sizes follow USDA standard serving conventions. Frequency recommendations are based on the Mediterranean diet framework endorsed by the AASLD 2023 guidelines. For example: fish/seafood at 100-150g per meal, 3+ times per week; lean red meat at 70-100g, no more than 2 times per week.

Data Completeness

Our database contains 6,719 foods from 19 USDA food categories. Each food entry includes protein, carbohydrates, total fat, saturated fat, fiber, calories, and sodium — all from USDA FoodData Central. We do not fill in missing values with estimates.

What We Do NOT Calculate

About Our Data

Methodology — How We Rate is a data research project, not a medical practice. Our team researches, verifies, and presents nutritional data from public databases — we do not provide medical opinions or individual dietary prescriptions. All nutrition facts are sourced from USDA FoodData Central. Verdict logic follows published AASLD 2023 Practice Guidance and ADA 2024 Standards of Care. This is dietary reference information. Always consult your doctor or a registered dietitian before making dietary changes.

References

  1. Rinella ME, et al. AASLD Practice Guidance on NAFLD. Hepatology. 2023;77(5):1797-1835. PMID: 36727674
  2. Harrison SA, et al. A Phase 3, Randomized, Controlled Trial of Resmetirom in NASH with Liver Fibrosis. N Engl J Med. 2024;390(6):497-509. PMID: 38324483
  3. Luukkonen PK, et al. Saturated Fat Is More Metabolically Harmful for the Human Liver Than Unsaturated Fat or Simple Sugars. Diabetes Care. 2018;41(8):1732-1739. PMID: 29844096
  4. Ryan MC, et al. The Mediterranean diet improves hepatic steatosis and insulin sensitivity in individuals with non-alcoholic fatty liver disease. J Hepatol. 2013;59(1):138-143. PMID: 23485520
  5. Yamamoto T, Tanaka Y. Fructose metabolism in the liver: de novo lipogenesis induction and implications for NAFLD. Int J Adv Biochem Res. 2025;9(4):215-219.