Current read
Early human evidence from 2 study records, 5 active source records, 0 rapid briefs, and 0 timeline events. Evidence maturity is 69/100, human translation signal is 73/100, and frontier activity is low (10/100). Frontier activity means research movement, not settled human proof.
Human evidence exists, but durability, endpoint quality, or population fit still limits the claim.
Commercial bias penalty: 0/100. Confidence: 59/100. Frontier activity means research movement, not settled human proof.
Why this row matters
Exercise, red-light claims, metabolic therapies, and mitochondrial quality-control signals tied to energy and resilience. The map tracks whether this lane is moving from biological plausibility toward outcomes people can responsibly discuss.
Current human translation
Human translation is 33/100 based on human-facing studies, clinical/regulatory sources, claims, and published coverage.
Main approaches being tracked
Zone 2 and resistance training, photobiomodulation, metabolic drugs.
What would move this row up?
Current bottleneck
human translation, safety boundaries
Milestones that would move this row up
Row movement
Mini timeline
Newest graph events across studies, sources, briefs, claims, and timeline records
Evidence that would change the map
- Raise evidence maturity from 69/100 with better controlled studies or stronger replication.
- Raise human translation from 33/100 with outcomes that matter in people, not only biomarkers or mechanisms.
- Preserve safety discipline with clearer limitations, contraindications, and overclaim boundaries as activity grows.
What not to overclaim
- Do not make generalized energy or anti-aging claims from isolated mitochondrial markers.
- Keep device claims endpoint-specific.
Research map
Related studies
Study records matched through topic tags, intervention IDs, source IDs, related content, or row-specific tags.
Levine NEAT overfeeding
Role of nonexercise activity thermogenesis in resistance to fat gain in humans
Clinical trial from 1999 in Science, translated into key findings, limitations, and consumer relevance.
Science / 1999->
Alkaline water hydration study
Alkaline water improves exercise-induced metabolic acidosis and enhances anaerobic exercise performance in combat sport athletes
Clinical trial from 2017 in Biology of Sport, translated into key findings, limitations, and consumer relevance.
Biology of Sport / 2017->
Useful source library entries
Related published coverage
Published coverage contributes to coverage depth, not evidence maturity by itself.
Alkaline Water Will Not Fix Your pH
Alkaline diets and waters can move urine chemistry and may matter in narrow reflux or kidney-stone contexts. They do not alkalize your blood, cure cancer, detox your body, or override acid-base regulation.
VV Signal Score
54
Early or context-dependent
- Sources
- 12
- Studies
- 10
- Claims
- 10
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
Red Light Therapy: Mitochondrial Medicine or Expensive Lamp Culture?
Red and near-infrared light claims range from skin and pain to hair growth, testosterone, thyroid, fat loss, and brain performance. The evidence is not one category. Dose, wavelength, distance, tissue depth, and outcome decide whether the claim is medicine, beauty tech, rehab tool, or expensive lamp culture.
VV Signal Score
59
Early or context-dependent
- Sources
- 6
- Studies
- 6
- Claims
- 4
Claim ledger
Related claims
Claim ledger records matched by topic, intervention, study, or source links.