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Evidence-Based Nutrition Engine|Clinical Rigor v2.4

Clinical Rigor Meets Personalized AI Nutrition

No arbitrary targets or fad formulas. BunnyCal calibrates your daily macro and micronutrient benchmarks using peer-reviewed clinical guidelines, metabolic equations, and international dietary standards.

Cognitive Ergonomics & Dual-Layer Engine

Active Focus vs. Background Intelligence

Nutrition science demonstrates that tracking 20+ variables simultaneously causes decision fatigue and logging burnout. BunnyCal's dual-architecture separates daily behavioral focus from comprehensive metabolic scanning.

Layer 1: Minimal Cognitive Load

Default Core View (8 Nutrients)

Kept front-and-center on your home dashboard to prevent logging burnout: Fiber, Sugar, Sodium, Potassium, Calcium, Iron, Vitamin C, and Vitamin D. These 8 biomarkers provide 90% of actionable daily feedback for energy, cardiovascular health, and bone density.

Daily Habit FormationZero Friction
AI Automated
Layer 2: Deep Metabolic Analysis

Background AI Vision (20 Nutrients)

Whenever you snap a meal photo, BunnyCal's neural vision models calculate all 3 macronutrients and all 20 micronutrients silently in the background. You gain full clinical diagnostic depth without ever needing to manually search 20 different nutritional values.

Clinical Resolution20 Nutrients
Layer 3: Clinical Sovereignty

Customizable Dashboard

Promote any background nutrient to your active view or silence irrelevant metrics. Endurance athletes promote sodium & hydration; plant-based eaters surface B12, zinc & iron; heart-conscious users track saturated fat & cholesterol ceilings.

Personalization100% Modifiable
Dual Architecture Visualized

What You See vs. What BunnyCal Calculates

Clean daily dashboards for peace of mind — accompanied by institutional-grade background telemetry.

8 Active Front-Facing+12 Deep Background Scanned

Active Front-Facing View (Default 8)

Minimal Cognitive Overhead
Fiber
Essentials
30gg
Sugar
Essentials
<45gg
Sodium
Electrolytes
<2,300mgmg
Potassium
Electrolytes
3,400mgmg
Calcium
Minerals
1,000mgmg
Iron
Minerals
18mg / 8mgmg
Vitamin C
Vitamins
90mg / 75mgmg
Vitamin D
Vitamins
20mcgmcg

* Selected to provide maximum actionable impact on digestion, hydration, bone conservation, and glycemic stability without overwhelming daily routines.

Calculated Automatically in Background (+12)

AI Vision Engine
Magnesium
MineralsActive AI
Zinc
MineralsActive AI
Vitamin B12
VitaminsActive AI
Saturated Fat
LipidsActive AI
Vitamin A
VitaminsActive AI
Dietary Cholesterol
LipidsActive AI
Omega-3 (ALA/DHA)
LipidsActive AI
Caffeine
EssentialsActive AI
Vitamin K
VitaminsActive AI
Vitamin E
VitaminsActive AI
Folate (B9)
VitaminsActive AI
Water & Fluid Balance
ElectrolytesActive AI
1-Tap Pinning & Silence Control:Want to track your Saturated Fat ceiling for cholesterol? Or B12 & Zinc for plant-based nutrition? Pin any background nutrient to your main dashboard in your profile settings anytime.
Bioenergetics & Macronutrient Distribution

Macronutrient Targets & Metabolic Science

BunnyCal eliminates guesswork by pairing gold-standard resting metabolic equations with large-scale clinical meta-analyses on resistance training and cardiovascular health.

01 • Metabolic BaselineAm J Clin Nutr (1990)

Energy (BMR & TDEE)

Target Equation / Range:Mifflin-St Jeor REE Ɨ Physical Activity Multiplier (1.2Ɨ – 1.725Ɨ) ± Target Caloric Adjustments
Mathematical Formulation & Standard:
Men: BMR = (10 Ɨ wt in kg) + (6.25 Ɨ ht in cm) - (5 Ɨ age) + 5
Women: BMR = (10 Ɨ wt in kg) + (6.25 Ɨ ht in cm) - (5 Ɨ age) - 161
Clinical Takeaways:
  • Proven 5% within indirect calorimetry limits in 82% of non-obese and 70% of obese individuals.
  • Superior accuracy over older Harris-Benedict (1919) formulations.
  • Activity multipliers prevent metabolic adaptation and excessive lean mass loss.

Mifflin MD, St Jeor ST et al.

"A new predictive equation for resting energy expenditure in healthy individuals."

02 • Macronutrient TargetBr J Sports Med (2018)

Dietary Protein

Target Equation / Range:1.6 – 2.2 g per kg bodyweight (0.73 – 1.0 g/lb)
Mathematical Formulation & Standard:
Scaled dynamically based on lean body mass, training frequency, and whether the user is in a hypocaloric deficit or hypertrophy surplus.
Clinical Takeaways:
  • Intakes beyond 1.62 g/kg show diminishing returns for fat-free mass accretion in eucaloric states.
  • Intakes up to 2.2 g/kg provide critical muscle preservation during aggressive hypocaloric fat-loss deficits.
  • Distributed evenly in 0.40 g/kg meal boluses to maximize muscle protein synthesis (MPS).

Morton RW, Murphy KT, McKellar SR et al.

"A systematic review, meta-analysis and meta-regression of the effect of protein supplementation on resistance training-induced gains in muscle mass and strength in healthy adults."

03 • Macronutrient TargetCirculation (2017)

Dietary Fats & Lipids

Target Equation / Range:0.8 – 1.0 g per kg bodyweight (20% – 35% of total caloric intake)
Mathematical Formulation & Standard:
Floor calculated at 0.7g/kg minimum to protect testosterone synthesis, steroidogenesis, and fat-soluble vitamin absorption (A, D, E, K).
Clinical Takeaways:
  • AMDR baseline of 20%–35% prevents essential fatty acid deficiencies.
  • Saturated fat is clinically constrained to <8% of total daily energy to optimize LDL cholesterol clearance.
  • Focus is placed on monounsaturated (MUFA) and polyunsaturated (PUFA) marine omega-3 sources.

Sacks FM, Lichtenstein AH, Wu JHY et al.

"Dietary Fats and Cardiovascular Disease: A Presidential Advisory From the American Heart Association."

04 • Macronutrient TargetJ Acad Nutr Diet (2016)

Dietary Carbohydrates

Target Equation / Range:Remaining caloric balance after protein & fat benchmarks (capped to <80g on ketogenic protocols)
Mathematical Formulation & Standard:
Carbohydrate Kcal = Total Caloric Target - (Protein Grams Ɨ 4) - (Fat Grams Ɨ 9); Carbs (g) = Carbohydrate Kcal Ć· 4.
Clinical Takeaways:
  • Tailored to glycogen replenishment based on workout volume and training intensity.
  • Prioritizes unrefined, high-fiber complex carbohydrates with low glycemic variability.
  • Flexibly accommodates low-carb or ketogenic goals (<50–80g) when chosen by the user.

Thomas DT, Erdman KA, Burke LM.

"Position of the Academy of Nutrition and Dietetics, Dietitians of Canada, and the ACSM: Nutrition and Athletic Performance."

Macronutrient & Energy Clinical Reference Summary

Consolidated clinical benchmarks implemented in BunnyCal's algorithm engine.

Macronutrient / MetricScience-Backed Target / RangeClinical Standard & Research Citations
Energy (BMR & TDEE)
Mifflin-St Jeor Equation calibrated with physical activity multipliers (1.2Ɨ – 1.725Ɨ) and goal caloric adjustments (-400 kcal deficit to +300 kcal surplus).Mifflin MD, St Jeor ST et al."A new predictive equation for resting energy expenditure in healthy individuals."Am J Clin Nutr, 1990; 51(2): 241–247
Protein
1.6 – 2.2 g per kg of bodyweight (calibrated for hypertrophy, muscle preservation during fat loss, and athletic recovery).Morton RW et al."A systematic review, meta-analysis and meta-regression of the effect of protein supplementation on resistance training-induced gains in muscle mass and strength in healthy adults."Br J Sports Med, 2018; 52(6): 376–384
Dietary Fats
0.8 – 1.0 g per kg of bodyweight (20% – 35% of total caloric intake; vital for hormone synthesis and fat-soluble vitamin absorption).Institute of Medicine (IOM) AMDR; Sacks FM et al."Dietary Fats and Cardiovascular Disease: A Presidential Advisory From the American Heart Association."Circulation, 2017; 136(3): e1–e23
Carbohydrates
Remaining caloric balance after protein and fat targets are established, tailored to fuel glycogen repletion. Capped to <80g on ketogenic protocols.Thomas DT, Erdman KA, Burke LM."Position of the Academy of Nutrition and Dietetics, Dietitians of Canada, and the ACSM: Nutrition and Athletic Performance."J Acad Nutr Diet, 2016; 116(3): 501–528
Institutional Verification Directory

Complete 20-Micronutrient Research & Clinical Reference Table

Every standard in BunnyCal is tied directly to established DRI monographs, peer-reviewed clinical trials, and epidemiological risk guidelines. Filter by category or search by nutrient name below.

Core Active Nutrients: 8 Default Front-ViewClick any row for complete physiological role & DOI details.
Showing 20 of 20 nutrients
CategoryNutrientUnitDefault / Suggested ValuePersonalized AdjustmentsClinical Authority & Research Citations
Essentials
FiberCORE
g25g – 38g14g per 1,000 kcal intake; minimum 25g (female), 30g (male).
IOM DRIs (2002/2005) / The Lancet (2019)

"Carbohydrate quality and human health: a series of systematic reviews and meta-analyses."

The Lancet (2019)PMID:30638909
Essentials
Sugar (Ceiling)CORE
g40g – 50gUpper limit: < 10% daily energy intake (max 40g female / 50g male). Optional strict < 5% target for metabolic syndrome.
WHO Guideline (2015) / AHA (2009)

"Guideline: Sugars intake for adults and children & Dietary Sugars Intake and Cardiovascular Health."

Electrolytes
Sodium (Ceiling)CORE
mg2,300 mgChronic Disease Risk Reduction (CDRR) upper baseline. Increased dynamically for endurance athletes during heavy heat/sweat losses.
NASEM DRIs (2019) / WHO (2012)

"Dietary Reference Intakes for Sodium and Potassium."

Electrolytes
PotassiumCORE
mg3,400 mg (M) / 2,600 mg (F)Revised Adequate Intake: 3,400mg (men), 2,600mg (women). Increases during lactation to 2,900mg.
NASEM DRIs (2019) / WHO (2012)

"Potassium intake for adults and children & NASEM Revised AI Standards."

NASEM & WHO (2019)PMID:30844154
Minerals
CalciumCORE
mg1,000 mgAdjusted to 1,200 mg for women aged 51+ and men aged 71+ to compensate for post-menopausal bone loss.
IOM DRIs (2011)

"Dietary Reference Intakes for Calcium and Vitamin D."

Minerals
IronCORE
mg18 mg (F) / 8 mg (M)Premenopausal women: 18mg; Men/postmenopausal: 8mg. Vegan/vegetarian: 24mg/14mg (1.8Ɨ non-heme factor).
IOM DRIs (2001) / Hurrell & Egli (2010)

"Iron bioavailability and dietary reference values."

Vitamins
Vitamin CCORE
mg90 mg (M) / 75 mg (F)90 mg (men), 75 mg (women). +35 mg/day higher for smokers due to enhanced oxidative turnover.
IOM DRIs (2000)

"Dietary Reference Intakes for Vitamin C, Vitamin E, Selenium, and Carotenoids."

Vitamins
Vitamin DCORE
mcg20 mcg (800 IU)20 mcg (800 IU) daily baseline; maintains serum 25(OH)D > 30 ng/mL. Safe upper limit established at 100 mcg (4,000 IU).
IOM DRIs (2011) / Endocrine Society (2011)

"Evaluation, treatment, and prevention of vitamin D deficiency: an Endocrine Society clinical practice guideline."

Minerals
Magnesium
mg400–420 mg (M) / 310–320 mg (F)Calibrated for age and sex (men: 400mg <=30y, 420mg 31y+; women: 310mg <=30y, 320mg 31y+). Elevated for heavy resistance athletes.
IOM DRIs (1997)

"Dietary Reference Intakes for Calcium, Phosphorus, Magnesium, Vitamin D, and Fluoride."

Minerals
Zinc
mg11 mg (M) / 8 mg (F)11 mg (men), 8 mg (women); +50% higher for vegan/vegetarian diets (16.5mg / 12mg) due to phytate chelation.
IOM DRIs (2001) / WHO (2004)

"Vitamin and Mineral Requirements in Human Nutrition & IOM DRIs for Trace Elements."

WHO & FAO (2004)PMID:15783389
Vitamins
Vitamin B12
mcg2.4 mcgIncreased to 4.0 mcg for plant-based diets lacking intrinsic cobalamin and adults >50 with reduced gastric acid secretion.
IOM DRIs (1998) / EFSA (2015)

"Scientific Opinion on Dietary Reference Values for cobalamin (vitamin B12)."

EFSA Journal (2015)PMID:26109968
Lipids
Saturated Fat (Ceiling)
g~15g – 25gCeiling: <= 8% of total daily energy intake (round((calories * 0.08) / 9)). Stricter 5–6% for hypercholesterolemia.
USDA Guidelines (2020–2025) / AHA Advisory (2017)

"Dietary Fats and Cardiovascular Disease: A Presidential Advisory."

Circulation (2017)PMID:28619799
Vitamins
Vitamin A
mcg RAE900 mcg (M) / 700 mcg (F)900 mcg RAE (men), 700 mcg RAE (women). Derived from both preformed retinol and provitamin A carotenoids.
IOM DRIs (2001)

"Dietary Reference Intakes for Vitamin A, Vitamin K, Arsenic, Boron, Chromium, Copper, Iodine, Iron, Manganese..."

Lipids
Cholesterol (Ceiling)
mg300 mgRecommended dietary ceiling < 300 mg/day; < 200 mg/day for individuals with high CVD risk or ApoE4 gene variants.
AHA/ACC Guideline (2018/2019)

"2018 AHA/ACC/AACVPR/AAPA/ABC/ACPM/ADA/AGS/APhA/ASPC/NLA/PCNA Guideline on the Management of Blood Cholesterol."

Circulation (2019)PMID:30422991
Lipids
Omega-3
mg1,600 mg (M) / 1,100 mg (F)1,600 mg (men), 1,100 mg (women) of ALA; plus 250–500 mg combined EPA + DHA for cardiovascular and neurological resilience.
IOM DRIs (2005) / AHA Science Advisory (2019)

"Omega-3 Fatty Acids for the Management of Hypertriglyceridemia: A Science Advisory From the American Heart Association."

Circulation (2019)PMID:31422794
Essentials
Caffeine (Ceiling)
mg400 mgSafe upper limit for healthy adults (~4 cups brewed coffee equivalent). Capped to 200 mg during pregnancy.
EFSA NDA Panel (2015) / US FDA (2018)

"Scientific Opinion on the safety of caffeine."

EFSA Journal (2015)PMID:26042129
Vitamins
Vitamin K
mcg120 mcg (M) / 90 mcg (F)120 mcg (men), 90 mcg (women). Accounts for both phylloquinone (K1) and menaquinones (K2).
IOM DRIs (2001)

"Dietary Reference Intakes for Vitamin A, Vitamin K, and Micronutrients."

Vitamins
Vitamin E
mg15 mg15 mg (22.4 IU) alpha-tocopherol. Upper tolerable intake established at 1,000 mg/day.
IOM DRIs (2000)

"Dietary Reference Intakes for Vitamin C, Vitamin E, Selenium, and Carotenoids."

Vitamins
Folate (B9)
mcg DFE400 mcg400 mcg Dietary Folate Equivalents (DFE) standard; elevated to 600 mcg DFE during pregnancy to prevent neural tube defects.
IOM DRIs (1998) / CDC Recommendations

"Dietary Reference Intakes for Thiamin, Riboflavin, Niacin, Vitamin B6, Folate, Vitamin B12, Pantothenic Acid, Biotin, and Choline."

Electrolytes
Water & Hydration
ml3,000 ml (M) / 2,200 ml (F)Baseline fluid intake + scaled metabolic burn (1.15 ml per kcal consumed) + sweat replacement (500–1000ml/hr exercise).
NASEM / IOM (2005) & Armstrong LE et al.

"Dietary Reference Intakes for Water, Potassium, Sodium, Chloride, and Sulfate."

* RDA = Recommended Dietary Allowance; AI = Adequate Intake; CDRR = Chronic Disease Risk Reduction Intake.

View Full Peer-Reviewed Academic Citations
Physiological Personalization Engine

Dynamic Metabolic Adaptation Factors

Static RDAs assume an average 70kg male eating a standard omnivorous diet. BunnyCal dynamically scales biological requirements to reflect your bio-individuality, sex dimorphism, dietary matrix, and energy flux.

01Auto-Calibrated

Age & Sex Dimorphism

Hormonal and Skeletal Calibrations

BunnyCal automatically scales micronutrient targets to match physiological realities, such as bone-density conservation in post-menopausal women and sex-specific iron losses.

Biochemical Mechanism & Rationale:

Premenopausal women require 18mg iron vs. 8mg for adult men to offset menstrual losses. Women 51+ receive a +20% calcium increase (1,200mg) and magnesium scaling per IOM guidelines.

Guideline: IOM Calcium & Vitamin D Report (2011) / Endocrine Society Clinical Practice Guidelines
021.8Ɨ Non-Heme Factor

Plant-Based Bioavailability

Phytate & Non-Heme Adjustment Engine

Plant foods contain dietary phytates and oxalates that bind divalent minerals. BunnyCal automatically adjusts iron and zinc requirements when a vegan or vegetarian preference is selected.

Biochemical Mechanism & Rationale:

Applies an evidence-based 1.8Ɨ multiplier to iron (increasing target to 24mg/14mg) and +50% to zinc (16.5mg/12mg), while elevating cobalamin (B12) to 4.0 mcg to bypass intrinsic factor saturability.

Guideline: WHO/FAO Vitamin & Mineral Requirements (2004) / Hurrell & Egli (Am J Clin Nutr 2010)
031.15 ml / kcal Scaled

Calorie & Expenditure Scaling

Metabolic Throughput Proportionality

Static micronutrient targets fail high-energy athletes. BunnyCal scales hydration, fiber, and electrolytes proportionally with your daily caloric throughput and workout volume.

Biochemical Mechanism & Rationale:

Fluid targets adjust using the validated Armstrong 1.15 ml per consumed kcal equation, plus sweat replacement offsets. Fiber scales dynamically at 14g per 1,000 kcal to maintain optimal GI motility.

Guideline: NASEM Fluid & Electrolyte DRIs (2005) / ACSM Athletic Performance Guidelines
04100% User Control

Custom Overrides & Autonomy

Doctor & Dietitian Protocol Alignment

Every body is unique. BunnyCal provides full clinical sovereignty: you or your healthcare provider can override any target, set custom ceiling limits, or silence specific nutrients.

Biochemical Mechanism & Rationale:

Whether managing chronic kidney disease (requiring potassium/sodium limits), hyperferritinemia (iron ceilings), or medical ketogenic therapy, BunnyCal puts precise boundary control in your hands.

Guideline: Patient-Centered Nutrition Practice Standards (Academy of Nutrition and Dietetics)
Academic Bibliography & Clinical Disclosures

Peer-Reviewed Research Footnotes

Complete bibliographic citations, clinical trial references, and DOI/PubMed indexing for BunnyCal's nutrition engine.

Clinical Precision Meets Daily Life

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