Plain-English Summary
Levine NEAT overfeeding. Non-exercise activity thermogenesis varied substantially during overfeeding and helped explain resistance to fat gain.
VV Study Evidence Matrix v1.0
VV Evidence Utility Score
A bounded score for how useful this study is in public explanation, based on evidence tier, design, applicability, endpoint relevance, limitations, safety signals, and publication/source strength.
63/100
Limited Public Evidence
- Evidence tier
- 78/100, weight 18%
- Design strength
- 78/100, weight 18%
- Applicability
- 55/100, weight 16%
- Endpoint relevance
- 35/100, weight 16%
- Limitations transparency
- 60/100, weight 12%
- Safety signal usefulness
- 45/100, weight 10%
- Publication/source strength
- 91/100, weight 10%
Useful for context, but limited by endpoint relevance, safety signal usefulness, applicability.
How the study framework works ->Key Findings
- Non-exercise activity thermogenesis varied substantially during overfeeding and helped explain resistance to fat gain.
Limitations
- Older controlled study.
- Overfeeding context differs from weight-loss maintenance.
Why It Matters
Non-exercise activity thermogenesis varied substantially during overfeeding and helped explain resistance to fat gain.
Viral Vitalism Verdict
Useful evidence, bounded by design: Older controlled study.
Sources
Signal cards
Used in signals
Signal coverage connected to this study through explicit study links, canonical source refs, or evidence visualizations.
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
Claim ledger
Relevant claims
Claim ledger records connected through this study's ID, topic tags, or source IDs.
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.
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.
semaglutide: Semaglutide reduced body weight in adults with obesity or
Semaglutide reduced body weight in adults with obesity or overweight in randomized clinical-trial populations.
tirzepatide: Tirzepatide reduced body weight in adults with obesity or
Tirzepatide reduced body weight in adults with obesity or overweight in randomized clinical-trial populations.
glp 1: Semaglutide and tirzepatide produce clinically meaningful average weight loss
Semaglutide and tirzepatide produce clinically meaningful average weight loss in studied adults with obesity or overweight, with results and tolerability varying by drug, dose, and patient context.
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.