Sources of recommendations

KaloPal is an AI-powered nutrition tracking application that helps users develop healthier eating patterns. Our app provides educational information about the nutritional impact of various foods, but it should not be considered a substitute for professional medical advice. KaloPal is not classified as a medical device and is not intended to diagnose, treat, cure, or prevent any health condition.

Our application is not designed to provide specialized dietary recommendations for individuals with medical conditions such as food allergies, eating disorders, diabetes, or other health concerns requiring clinical supervision. We strongly recommend consulting with qualified healthcare providers before making any significant changes to your diet or health routine.

KaloPal aims to empower users with knowledge about nutritional values and help build sustainable eating habits through intelligent food logging. Our mission is to make nutrition awareness accessible and actionable for everyone seeking to improve their dietary choices.

The information and recommendations provided in our app are derived from publicly available scientific research and authoritative health organizations. KaloPal is independently developed and is not affiliated with, sponsored by, or endorsed by any of the sources cited below.

Daily Calorie Estimation

Our personalized calorie recommendations utilize the Mifflin-St. Jeor equation to calculate your Basal Metabolic Rate (BMR). This scientifically validated formula, combined with your activity level and personal goals, allows us to suggest an appropriate daily caloric intake.

Body Mass Index (BMI):

• Centers for Disease Control and Prevention – About Adult BMI

Basal Metabolic Rate (BMR):

• Mifflin MD, St Jeor ST, Hill LA, Scott BJ, Daugherty SA, Koh YO. A new predictive equation for resting energy expenditure in healthy individuals. Am J Clin Nutr. 1990 Feb;51(2):241-7. doi: 10.1093/ajcn/51.2.241. PMID: 2305711.

Total Daily Energy Expenditure (TDEE):

• Hussain, Panwala & Mukesh, Patil & Upadhyay, Jitendrakumar & Boddula, Rajamouli. (2024). Comprehensive Review on BMI, TDEE, BMR, and Calories for Weight Management: Insights into Energy Expenditure and Nutrient Balance for Long-Term Well-Being. International Research Journal on Advanced Engineering and Management

Weight Management & Dietary Approaches:

• Kim JY. Optimal Diet Strategies for Weight Loss and Weight Loss Maintenance. J Obes Metab Syndr. 2021 Mar 30;30(1):20-31. doi: 10.7570/jomes20065. PMID: 33107442; PMCID: PMC8017325
• Bray GA, Redman LM, Rood J, de Jonge L, Smith SR. Effect of Overeating Dietary Protein at Different Levels on Circulating Lipids and Liver Lipid: The PROOF Study. Nutrients. 2020 Dec 11;12(12):3801. doi: 10.3390/nu12123801. PMID: 33322340; PMCID: PMC7763540
• Romieu I, Dossus L, Barquera S, Blottière HM, Franks PW, Gunter M, Hwalla N, Hursting SD, Leitzmann M, Margetts B, Nishida C, Potischman N, Seidell J, Stepien M, Wang Y, Westerterp K, Winichagoon P, Wiseman M, Willett WC; IARC working group on Energy Balance and Obesity. Energy balance and obesity: what are the main drivers? Cancer Causes Control. 2017 Mar;28(3):247-258. doi: 10.1007/s10552-017-0869-z. Epub 2017 Feb 17. PMID: 28210884; PMCID: PMC5325830.
• Ostendorf DM, Caldwell AE, Creasy SA, Pan Z, Lyden K, Bergouignan A, MacLean PS, Wyatt HR, Hill JO, Melanson EL, Catenacci VA. Physical Activity Energy Expenditure and Total Daily Energy Expenditure in Successful Weight Loss Maintainers. Obesity (Silver Spring). 2019 Mar;27(3):496-504. doi: 10.1002/oby.22373. PMID: 30801984; PMCID: PMC6392078.

KaloPal Nutrition Score

Our intelligent meal scoring system evaluates food quality based on established nutritional science and dietary recommendations from leading health authorities:

• U.S. Department of Health and Human Services - Dietary Guidelines for Americans 2025-2030
• U.S. Department of Health and Human Services - Dietary Guidelines for Americans 2020-2025
• Harvard T.H. Chan School of Public Health – Healthy Eating Plate
• World Health Organization – Healthy Diet Fact Sheet
• NIH Office of Dietary Supplements – Nutrient Recommendations

Nutritional Insights & Analysis

The nutritional feedback and meal analysis features in KaloPal are informed by peer-reviewed research and official dietary guidance:

Complex & Simple Carbohydrates

• Harvard Nutrition Source – Carbohydrates
• Harvard Nutrition Source – Carbohydrates and Blood Sugar
• Harvard Nutrition Source – Whole Grains
• USDA MyPlate – Grains
• American Heart Association – Carbohydrates

Healthy & Saturated Fats

• Harvard Nutrition Source – Fats and Cholesterol
• Harvard Nutrition Source – Types of Fat
• American Heart Association – Dietary Fats

Trans Fat Detection

• Harvard Nutrition Source – Dietary Fat and Disease
• American Heart Association – Trans Fat
• NCBI – Trans Fatty Acids and Health

Protein Content & Diversity

• USDA MyPlate – Protein Foods
• American Heart Association – Protein and Heart Health
• Harvard Nutrition Source – Protein
• Harvard Health – Daily Protein Requirements
• PubMed – Protein Intake Research
• USDA MyPlate – Plant-Based Proteins

Dietary Fiber

• Harvard Nutrition Source – Fiber

Vitamins, Minerals & Nutrient Density

• Harvard Nutrition Source – Vitamins
• CDC – Fruits and Vegetables for Adults
• American Heart Association – Nutrient-Dense Foods

Macronutrient Balance

KaloPal recommends the following macronutrient distribution: carbohydrates 40-50%, protein 25-35%, fat 20-30%

• U.S. Department of Health and Human Services - Dietary Guidelines for Americans 2020-2025
• World Health Organization – Healthy Diet

Vegetable & Greens Intake

• USDA MyPlate – Vegetables
• Harvard Nutrition Source – Vegetables and Fruits

Processed Meat Awareness

• World Cancer Research Fund – Red and Processed Meat
• Harvard School of Public Health – Processed Meats and Health
• Harvard Nutrition Source – Processed Foods

Added Sugar Content

• American Heart Association – Sugar
• American Heart Association – Sugar Intake Limits
• Harvard Nutrition Source – Added Sugar in the Diet

Sodium & Salt Levels

• American Heart Association – Sodium
• Harvard Nutrition Source – Take Action on Salt
• Harvard Nutrition Source – Salt and Sodium
• NCBI – Sodium Intake in Populations