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3 published articles
NutritionEmerging evidenceWeight Loss

Calories Are the Accounting System, Not the Whole Metabolic Story

Weight loss requires an energy deficit, but calories alone do not explain appetite, metabolism, food environment, hormones, lean mass, sleep, medications, or long-term maintenance.

VV Signal Score

83

Strong signal

Sources
13
Studies
10
Claims
8
Biggest Loser metabolic adaptationDIETFITSEndocrine Society obesity pathogenesis
15 min readRead->
LongevityEmerging evidenceSleep

Sleep Is More Than Hours—and Less Certain Than the Headlines

Poor sleep tracks with inflammation, chronic disease, and mortality risk. The signal is meaningful, but the strongest outcome evidence is observational—not proof that a better sleep score adds years to life.

VV Signal Score

65

Promising signal

Sources
6
Studies
6
Claims
6
All of Us Wearable SleepCDC Sleep GuidanceSleep and Inflammation Review
13 min readRead->
Consumer HealthEmerging evidenceWearables

Why Your Wearable Data Can Mislead You

Wearables can reveal patterns, but sleep scores, HRV, and recovery numbers are estimates rather than diagnoses.

Sources
1
Studies
3
Claims
0
All of Us Wearable SleepCDC Sleep GuidanceDietary Guidelines 2025–2030
7 min readRead->

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Tier 3Observational study

All of Us Wearable Sleep

Sleep patterns and risk of chronic disease as measured by long-term monitoring with commercial wearable devices in the All of Us Research Program

Observational study from 2024 in Nature Medicine, translated into key findings, limitations, and consumer relevance.

Nature Medicine / 2024->

Tier 3Clinical guidance

CDC Sleep Guidance

About Sleep

Clinical guidance from 2024 in Centers for Disease Control and Prevention, translated into key findings, limitations, and consumer relevance.

Centers for Disease Control and Prevention / 2024->

Tier 4Review

Sleep and Inflammation Review

Sleep and inflammation: partners in sickness and in health

Review from 2019 in Nature Reviews Immunology, translated into key findings, limitations, and consumer relevance.

Nature Reviews Immunology / 2019->

Tier 1Meta-analysis

Sleep Duration Mortality Meta-Analysis

Nighttime sleep duration, 24-hour sleep duration and risk of all-cause mortality among adults: a meta-analysis of prospective cohort studies

Meta-analysis from 2016 in Scientific Reports, translated into key findings, limitations, and consumer relevance.

Scientific Reports / 2016->

Tier 3Observational study

Sleep Regularity Mortality

Sleep regularity is a stronger predictor of mortality risk than sleep duration: A prospective cohort study

Observational study from 2024 in Sleep, translated into key findings, limitations, and consumer relevance.

Sleep / 2024->

Tier 2Clinical trial

Sleep restriction and fat loss

Insufficient sleep undermines dietary efforts to reduce adiposity

Clinical trial from 2010 in Annals of Internal Medicine, translated into key findings, limitations, and consumer relevance.

Annals of Internal Medicine / 2010->

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