- Source type
- Review
- Access type
- Publisher
- Publisher
- Endocrine Reviews / Endocrine Society
- Date
- 2017-06-26
- Added
- 2026-06-27
Trust profile
VV Source Trust Matrix v1.0
VV Source Trust Matrix v1.0 asks whether this source is trustworthy for the claim lane being used, not whether every possible claim from it is equally strong.
88
Peer-reviewed research publisher
- Publisher type
- Peer-reviewed journal
- Bias profile
- Moderate
This source is strongest for clinical outcomes and mechanism and weaker for regulatory status and trial discovery.
VV Source Fit Score 1.0
Fit by use case
Fit scores are role-specific. A source can be excellent for one claim lane and weak for another.
- Regulatory status
- 65/100
- Context Source
- Clinical outcomes
- 92/100
- Primary Anchor
- Mechanism
- 90/100
- Primary Anchor
- Safety
- 86/100
- Strong Support
- Consumer context
- 72/100
- Context Source
- Trial discovery
- 65/100
- Context Source
Best used for
- Primary studies
- Systematic reviews
- Mechanistic research
Weak for
- Regulatory status
- Universal consumer recommendations
Used in Viral Vitalism
Calories Are the Accounting System, Not the Whole Metabolic Story
Roles: Supporting evidence
Show section-level references
- Article source list
- The fake calorie war
- Energy balance is real
- Why just eat less fails as an explanation
- Calories out is not fixed
- Hormones matter, but not magically
- The useful model: energy balance with biological friction
- Do calories matter for weight loss?
- Is calories in, calories out wrong?
- Can hormones make weight loss harder?
- Does insulin cause weight gain?
- Why do people regain weight?
Obesity Pathogenesis: An Endocrine Society Scientific Statement
Roles: Supporting evidence
Show section-level references
Claim ledger
Claims supported
Reviewed claim cards that cite this source in the evidence graph.
weight loss: Sustained fat loss requires net energy deficit, but the
Sustained fat loss requires net energy deficit, but the appetite, expenditure, adaptation, and maintenance systems that shape that deficit are biologically regulated.
weight loss: Calories describe the accounting of tissue-energy change, but they
Calories describe the accounting of tissue-energy change, but they do not explain all biological friction around appetite, expenditure, adaptation, food environment, hormones, sleep, lean mass, and maintenance.
low carb: Insulin and carbohydrate quality matter, but controlled feeding evidence
Insulin and carbohydrate quality matter, but controlled feeding evidence does not support a simple insulin-only explanation of obesity or fat loss.
weight loss: Large weight loss can reduce resting energy expenditure beyond
Large weight loss can reduce resting energy expenditure beyond what body-size change alone predicts, illustrating that calories-out is adaptive rather than fixed.
Related studies
Related sources
SURMOUNT-MMO trial registry: tirzepatide and morbidity/mortality in obesity
ClinicalTrials.gov / Lilly Trial Registry used across the Viral Vitalism evidence library.
- Trust score
- 84
- Publisher
- ClinicalTrials.gov / Lilly Trial Registry
- Access
- Publisher
- Usage
- 3 connections
CMS: Medicare GLP-1 Bridge launch announcement
Primary CMS source for the temporary Medicare GLP-1 Bridge access program.
- Trust score
- 91
- Publisher
- Centers for Medicare & Medicaid Services
- Access
- Official
- Usage
- 1 connection
CDC: Steps for Losing Weight
Centers for Disease Control and Prevention used across the Viral Vitalism evidence library.
- Trust score
- 91
- Publisher
- Centers for Disease Control and Prevention
- Access
- Official
- Usage
- 7 connections
CMS: Medicare GLP-1 Bridge program page
Program details and eligibility context for Medicare GLP-1 Bridge.
- Trust score
- 91
- Publisher
- Centers for Medicare & Medicaid Services
- Access
- Official
- Usage
- 1 connection
NIDDK: Choosing a Safe & Successful Weight-loss Program
National Institute of Diabetes and Digestive and Kidney Diseases used across the Viral Vitalism evidence library.
- Trust score
- 91
- Publisher
- National Institute of Diabetes and Digestive and Kidney Diseases
- Access
- Official
- Usage
- 9 connections
About Sleep
U.S. public-health context on sleep duration, quality, disorders, and adult sleep guidance.
- Trust score
- 91
- Publisher
- Centers for Disease Control and Prevention
- Access
- Official
- Usage
- 6 connections
