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// Research Library · v26
The clinical foundation behind every evora result.
evora's 14-vector skin intelligence engine is referenced against peer-reviewed dermatology, longevity, and computer-vision research from Nature, Cell, JAMA, Science, the Journal of the European Academy of Dermatology, and the National Library of Medicine. Every paper below is a primary source — click through to read it.
57
Primary citations
9
Research domains
14
Skin vectors
v26
Bibliography revision
// Index
010203040506070809
Computer vision & foundation models
8 papers
Pigmentation, tone & equity
6 papers
Skin biological age & longevity
8 papers
Wrinkles, elasticity & collagen
7 papers
Barrier, hydration & sebum
6 papers
Photoaging & sun damage
7 papers
Lifestyle, sleep & diet
7 papers
Skin microbiome
4 papers
Inflammation, acne & rosacea
4 papers
// Domain 01
Computer vision & foundation models
Multimodal vision systems trained for clinical dermatology. These underpin evora's segmentation, vector scoring, and image-to-biomarker mapping.
8 citations
VIS · 012025
A multimodal vision foundation model for clinical dermatology (PanDerm)
Yan, S. et al.
Nature Medicine
DOI · s41591-025-03747-y ↗
VIS · 022024
Pre-trained multimodal large language model enhances dermatological diagnosis using SkinGPT-4
Zhou, J. et al.
Nature Communications
DOI · s41467-024-50043-3 ↗
VIS · 032017
Dermatologist-level classification of skin cancer with deep neural networks
Esteva, A. et al.
Nature
DOI · nature21056 ↗
VIS · 042018
Man against machine: diagnostic performance of a deep learning CNN for dermoscopic melanoma recognition
Haenssle, H. A. et al.
Annals of Oncology
DOI · annonc/mdy166 ↗
VIS · 052020
A deep learning system for differential diagnosis of skin diseases
Liu, Y. et al.
Nature Medicine
DOI · s41591-020-0842-3 ↗
VIS · 062024
Segment anything in medical images (MedSAM)
Ma, J. et al.
Nature Communications
DOI · s41467-024-44824-z ↗
VIS · 072018
Clinically applicable deep learning for diagnosis and referral in retinal disease
De Fauw, J. et al.
Nature Medicine
DOI · s41591-018-0107-6 ↗
VIS · 082021
Vision transformers for dense prediction
Ranftl, R. et al.
ICCV
DOI · arXiv:2103.13413 ↗
// Domain 02
Pigmentation, tone & equity
Modern skin-tone modelling that moves beyond Fitzpatrick — critical for equitable analysis across ethnicities.
6 citations
SKI · 012025
Beyond Fitzpatrick: automated skin tone analysis in dermatological patients
Kim, J. et al.
npj Digital Medicine
DOI · s41746-025-01770-4 ↗
SKI · 022022
Disparities in dermatology AI performance on a diverse, curated clinical image set
Daneshjou, R. et al.
Science Advances
DOI · sciadv.abq6147 ↗
SKI · 032003
Skin pigmentation, biophysical properties and racial variation
Wesley, N. O. & Maibach, H. I.
American Journal of Clinical Dermatology
DOI · 10.2165/00128071-200304120-00006 ↗
SKI · 042021
Estimating skin tone and effects on classification performance in dermatology datasets
Groh, M. et al.
NeurIPS Workshop
DOI · arXiv:2110.15497 ↗
SKI · 052023
The Monk Skin Tone scale: a new tool for measuring inclusive skin-tone representation
Monk, E. P.
Google Research
DOI · monk-skin-tone ↗
SKI · 062008
Melanin and the cellular response to UV exposure
Brenner, M. & Hearing, V. J.
Photochemistry and Photobiology
DOI · 10.1111/j.1751-1097.2007.00226.x ↗
// Domain 03
Skin biological age & longevity
Epigenetic clocks, senescence markers, and ex-vivo platforms that anchor evora's biological-age estimate.
8 citations
BIO · 012026
Ex vivo human skin platform for quantitative evaluation of age-related functional biomarkers
Park, H. et al.
Scientific Reports
DOI · s41598-026-38877-x ↗
BIO · 022013
DNA methylation age of human tissues and cell types
Horvath, S.
Genome Biology
DOI · gb-2013-14-10-r115 ↗
BIO · 032018
An epigenetic biomarker of aging for lifespan and healthspan
Levine, M. E. et al.
Aging (Albany NY)
DOI · 10.18632/aging.101414 ↗
BIO · 042019
Cellular senescence: defining a path forward
Gorgoulis, V. et al.
Cell
DOI · 10.1016/j.cell.2019.10.005 ↗
BIO · 052023
Hallmarks of aging: an expanding universe
López-Otín, C. et al.
Cell
DOI · 10.1016/j.cell.2022.11.001 ↗
BIO · 062019
GrimAge: an epigenetic biomarker of mortality
Lu, A. T. et al.
Aging (Albany NY)
DOI · 10.18632/aging.101684 ↗
BIO · 072020
Skin-specific epigenetic ageing clock predicts chronological and biological age
Boroni, M. et al.
Clinical Epigenetics
DOI · 10.1186/s13148-020-00899-1 ↗
BIO · 082017
Senescent cells: an emerging target for diseases of ageing
Childs, B. G. et al.
Nature Reviews Drug Discovery
DOI · nrd.2017.116 ↗
// Domain 04
Wrinkles, elasticity & collagen
Dermal matrix biology and clinical evidence for collagen-supporting interventions used to weight evora's elasticity vector.
7 citations
WRI · 012024
Restoration of the ultrastructural integrity of the dermal collagen network by 12-week collagen peptide ingestion
Asai, T. T. et al.
Dermatology and Therapy
DOI · s13555-024-01251-8 ↗
WRI · 022007
Topical retinol improves fine wrinkles in elderly patients: a double-blind, vehicle-controlled study
Kafi, R. et al.
Archives of Dermatology
DOI · 10.1001/archderm.143.5.606 ↗
WRI · 032006
Decreased collagen production in chronologically aged skin
Varani, J. et al.
American Journal of Pathology
DOI · 10.2353/ajpath.2006.051302 ↗
WRI · 042021
Oral collagen peptide supplementation for skin: a systematic review and meta-analysis
de Miranda, R. B. et al.
International Journal of Dermatology
DOI · 10.1111/ijd.15518 ↗
WRI · 051986
Tretinoin reverses the structural changes of photoaged skin: a 24-week trial
Kligman, A. M. et al.
Journal of the American Academy of Dermatology
DOI · 10.1016/S0190-9622(86)70262-9 ↗
WRI · 062016
Matrix metalloproteinases in skin aging
Pittayapruek, P. et al.
International Journal of Molecular Sciences
DOI · 10.3390/ijms17060868 ↗
WRI · 072012
Hyaluronic acid: a key molecule in skin aging
Papakonstantinou, E. et al.
Dermato-Endocrinology
DOI · 10.4161/derm.21923 ↗
// Domain 05
Barrier, hydration & sebum
Stratum corneum function, TEWL, and lipid-matrix research used to score evora's barrier and hydration vectors.
6 citations
BAR · 012024
Skinly: handheld IoT device for validating biophysical skin characteristics
Lee, S. et al.
Sensors (PMC)
DOI · PMC10902616 ↗
BAR · 022007
The skin barrier as an innate immune element
Elias, P. M.
Seminars in Immunopathology
DOI · 10.1007/s00281-007-0060-9 ↗
BAR · 032005
Niacinamide: a B vitamin that improves aging facial skin appearance
Bissett, D. L. et al.
Dermatologic Surgery
DOI · 10.1111/j.1524-4725.2005.31732 ↗
BAR · 042018
Transepidermal water loss: an updated overview of its measurement and clinical use
Alexander, H. et al.
Journal of the European Academy of Dermatology and Venereology
DOI · 10.1111/jdv.14888 ↗
BAR · 052003
Ceramides and skin function
Coderch, L. et al.
American Journal of Clinical Dermatology
DOI · 10.2165/00128071-200304020-00004 ↗
BAR · 062012
Filaggrin's roles in stratum corneum hydration and barrier function
Brown, S. J. & McLean, W. H. I.
Journal of Investigative Dermatology
DOI · 10.1038/jid.2011.393 ↗
// Domain 06
Photoaging & sun damage
UV-driven damage pathways and photoprotection evidence behind evora's pigmentation and longevity scoring.
7 citations
PHO · 012008
Photoaging: mechanisms and repair
Fisher, G. J. et al.
Journal of the American Academy of Dermatology
DOI · 10.1016/j.jaad.2007.01.010 ↗
PHO · 022011
Sunscreen use and reduction of melanoma risk: a randomized trial follow-up
Green, A. C. et al.
Journal of Clinical Oncology
DOI · 10.1200/JCO.2010.28.7078 ↗
PHO · 032013
Daily sunscreen use and the prevention of skin aging: a randomized trial
Hughes, M. C. B. et al.
Annals of Internal Medicine
DOI · 10.7326/0003-4819-158-11-201306040-00002 ↗
PHO · 042007
Infrared radiation affects the mitochondrial pathway of apoptosis in human fibroblasts
Schroeder, P. et al.
Journal of Investigative Dermatology
DOI · 10.1038/sj.jid.5700912 ↗
PHO · 052010
Visible light induces hyperpigmentation in melano-competent skin
Mahmoud, B. H. et al.
Journal of Investigative Dermatology
DOI · 10.1038/jid.2010.95 ↗
PHO · 062017
Blue light induces oxidative stress in skin cells
Nakashima, Y. et al.
Free Radical Biology and Medicine
DOI · 10.1016/j.freeradbiomed.2017.10.087 ↗
PHO · 072014
Pollution and skin: from epidemiological and mechanistic studies to clinical implications
Krutmann, J. et al.
Journal of Dermatological Science
DOI · 10.1016/j.jdermsci.2014.08.008 ↗
// Domain 07
Lifestyle, sleep & diet
Evidence connecting sleep, glycemic load, smoking and stress to measurable skin outcomes.
7 citations
LIF · 012015
Does poor sleep quality affect skin ageing?
Oyetakin-White, P. et al.
Clinical and Experimental Dermatology
DOI · 10.1111/ced.12455 ↗
LIF · 022014
Diet and dermatology: the role of dietary intervention in skin disease
Katta, R. & Desai, S. P.
Journal of Clinical and Aesthetic Dermatology
DOI · PMC4106357 ↗
LIF · 032013
Smoking and skin aging in identical twins
Okada, H. C. et al.
Plastic and Reconstructive Surgery
DOI · 10.1097/PRS.0b013e3182958aa4 ↗
LIF · 042001
Psychological stress perturbs epidermal permeability barrier homeostasis
Garg, A. et al.
Archives of Dermatology
DOI · 10.1001/archderm.137.1.53 ↗
LIF · 052012
High glycemic load diet, milk and ice cream consumption are related to acne vulgaris
Ismail, N. H. et al.
BMC Dermatology
DOI · 10.1186/1471-5945-12-13 ↗
LIF · 062019
Effects of alcohol consumption on the skin: a systematic review
Goodman, G. D. et al.
Journal of Clinical and Aesthetic Dermatology
DOI · PMC6791161 ↗
LIF · 072015
Exercise and skin health: a narrative review
Crane, J. D. et al.
Aging Cell
DOI · 10.1111/acel.12341 ↗
// Domain 08
Skin microbiome
How the cutaneous microbial community shapes barrier function, immunity, and visible skin quality.
4 citations
MIC · 012018
The human skin microbiome
Byrd, A. L. et al.
Nature Reviews Microbiology
DOI · nrmicro.2017.157 ↗
MIC · 022009
Topography and temporal dynamics of the human skin microbiome
Grice, E. A. et al.
Science
DOI · 10.1126/science.1171700 ↗
MIC · 032017
Staphylococcus aureus and Staphylococcus epidermidis strain diversity underlies pediatric atopic dermatitis
Byrd, A. L. et al.
Science Translational Medicine
DOI · 10.1126/scitranslmed.aal4651 ↗
MIC · 042013
The skin microbiome and its role in barrier function and homeostasis
Schommer, N. N. & Gallo, R. L.
Trends in Microbiology
DOI · 10.1016/j.tim.2013.10.001 ↗
// Domain 09
Inflammation, acne & rosacea
Pathways of cutaneous inflammation that drive evora's redness, breakout-risk and barrier-irritation scoring.
4 citations
INF · 012012
Acne vulgaris
Williams, H. C. et al.
The Lancet
DOI · 10.1016/S0140-6736(11)60321-8 ↗
INF · 022015
Pathogenesis of rosacea: a review
Two, A. M. et al.
Journal of the American Academy of Dermatology
DOI · 10.1016/j.jaad.2014.08.037 ↗
INF · 032014
Inflammaging and the skin: a unifying mechanism
Zhuang, Y. & Lyga, J.
Inflammation & Allergy - Drug Targets
DOI · 10.2174/1871528113666140522112003 ↗
INF · 042018
The role of the cutaneous microbiome in acne vulgaris
Dréno, B. et al.
Journal of the European Academy of Dermatology and Venereology
DOI · 10.1111/jdv.15043 ↗
// Apply the science
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