Scientific References

All calculations in KCALM are based on peer-reviewed scientific research. Here are the primary sources we use for our nutritional algorithms.

๐Ÿ”ฌBasal Metabolic Rate (BMR)

A new predictive equation for resting energy expenditure in healthy individuals

Mifflin MD, St Jeor ST, Hill LA, Scott BJ, Daugherty SA, Koh YO

American Journal of Clinical Nutrition. 1990;51(2):241-247

View on PubMed โ†’
Mifflin-St Jeor Equation
Men: BMR = (10 ร— weight in kg) + (6.25 ร— height in cm) - (5 ร— age) + 5
Women: BMR = (10 ร— weight in kg) + (6.25 ร— height in cm) - (5 ร— age) - 161
Why we use this: The Mifflin-St Jeor equation is considered more accurate than the older Harris-Benedict equation, with studies showing it predicts RMR within 10% of measured values in more individuals.

๐ŸƒActivity Factors

The Harris Benedict equation reevaluated: resting energy requirements and the body cell mass

Roza AM, Shizgal HM

American Journal of Clinical Nutrition. 1984;40(1):168-182

View on PubMed โ†’
Activity Multipliers
Sedentary (little/no exercise): BMR ร— 1.2
Lightly active (exercise 1-3 days/week): BMR ร— 1.375
Moderately active (exercise 3-5 days/week): BMR ร— 1.55
Very active (exercise 6-7 days/week): BMR ร— 1.725
Extra active (very hard exercise daily): BMR ร— 1.9

โš–๏ธWeight Change Calculations

What is the required energy deficit per unit weight loss?

Wishnofsky M

American Journal of Clinical Nutrition. 1958;6(5):542-546

View on PubMed โ†’
The 3,500 calorie rule: While Wishnofsky's work established that 1 pound of body fat contains approximately 3,500 calories, modern research shows weight loss is more complex. We use this as a starting estimate but encourage users to monitor actual progress.

๐Ÿฅ—Macronutrient Energy Values

Principles of Nutrition and Nutritive Value of Food

Atwater WO, Benedict FG

USDA Farmers' Bulletin No. 142. 1910

View Historical Document โ†’
Atwater System
Carbohydrates: 4 calories per gram
Protein: 4 calories per gram
Fat: 9 calories per gram
Alcohol: 7 calories per gram

๐Ÿ“ŠNutritional Guidelines

Dietary Guidelines for Americans, 2020-2025

U.S. Department of Agriculture and U.S. Department of Health and Human Services

9th Edition. December 2020

View Guidelines โ†’

Dietary Reference Intakes for Energy, Carbohydrate, Fiber, Fat, Fatty Acids, Cholesterol, Protein, and Amino Acids

Institute of Medicine

The National Academies Press. 2005

View Report โ†’

๐Ÿค–AI & Food Recognition

Food Analysis Technology: KCALM uses advanced AI models trained on extensive nutritional databases including USDA FoodData Central, nutrition labels, and peer-reviewed nutritional studies. While we strive for accuracy, AI-based estimates should be considered approximations.