Real ChatGPT answer · index seedkCm25XV8fKEcompleteHealth and wellness · supplements and vitaminshowto
Can you explain the exact biochemical pathway of how targeted supplementation focused on improving skin glow with vitamins enhances collagen synthesis in dermal fibroblasts?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you explain the exact biochemical pathway of how targeted supplementation focused on improving skin glow with vitamins enhances collagen synthesis in dermal fibroblasts?
3 real searches · 1 real-search pass
vitamin C collagen synthesis dermal fibroblasts prolyl hydroxylase lysyl hydroxylase review NIHGoogle ↗
OBSERVEDReason
retinoids dermal fibroblasts collagen type I gene expression TGF beta AP-1 reviewGoogle ↗
OBSERVEDReason
vitamin E vitamin D B vitamins skin collagen fibroblast evidence reviewGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
vitamin C collagen synthesis dermal fibroblasts prolyl hydroxylase lysyl hydroxylase review NIH Google ↗
retinoids dermal fibroblasts collagen type I gene expression TGF beta AP-1 review Google ↗
vitamin E vitamin D B vitamins skin collagen fibroblast evidence review Google ↗
- Cosmetic retinoid use in photoaged skin: A review of the compounds, their use and mechanisms of action · pmc.ncbi.nlm.nih.gov
- Photoaging: Update on Pathogenesis, Prevention, and Treatment · pc.anndermatol.org
- The mechanism of action of topical retinoids. · pubmed.ncbi.nlm.nih.gov
- Collagen biosynthesis by human skin fibroblasts. III. The effects of ascorbic acid on procollagen production and prolyl hydroxylase activity · pubmed.ncbi.nlm.nih.gov
- Collagen synthesis in cultured human skin fibroblasts: effect of ascorbic acid and its analogs · pubmed.ncbi.nlm.nih.gov
- Regulation of collagen synthesis by ascorbic acid · pmc.ncbi.nlm.nih.gov
- Biochemistry, Collagen Synthesis - StatPearls · ncbi.nlm.nih.gov
- Biochemistry, Collagen Synthesis - StatPearls · ncbi.nlm.nih.gov
- Vitamin C · ods.od.nih.gov
- Molecular Mechanisms of Dermal Aging and Antiaging Approaches · pmc.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
vitamin C collagen synthesis dermal fibroblasts prolyl hydroxylase lysyl hydroxylase review NIH OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
retinoids dermal fibroblasts collagen type I gene expression TGF beta AP-1 review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
vitamin E vitamin D B vitamins skin collagen fibroblast evidence review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |