Artificial intelligence-based prescription of personalized scalp cosmetics improved the scalp condition: efficacy results from 100 participants

References

• Hay RJ. Malassezia, dandruff and seborrhoeic dermatitis: an overview. Br J Dermatol. 2011;165(2):1–8. doi: 10.1111/j.1365-2133.2011.10570.x.
   Google Scholar
• Rattanakaemakorn P, Suchonwanit P. Scalp pruritus: review of the pathogenesis, diagnosis, and management. Biomed Res Int. 2019;2019:1268430–1268411. doi: 10.1155/2019/1268430.
   PubMed Web of Science ®Google Scholar
• Baumann L. The skin type solution: a revolutionary guide to your best skin ever. New York (NY): Bantam Books; 2006.
   Google Scholar
• Satchell AC, Saurajen A, Bell C, et al. Treatment of dandruff with 5% tea tree oil shampoo. J Am Acad Dermatol. 2002;47(6):852–855. Dec doi: 10.1067/mjd.2002.122734.
   PubMed Web of Science ®Google Scholar
• Trznadel-Grodzka E, Błaszkowski M, Rotsztejn H. Investigations of seborrheic dermatitis. Part II. Influence of itraconazole on the clinical condition and the level of selected cytokines in seborrheic dermatitis. Postepy Hig Med Dosw (Online). 2012;66:848–854. doi: 10.5604/17322693.1019648.
   PubMedGoogle Scholar
• Mubki T, Rudnicka L, Olszewska M, et al. Evaluation and diagnosis of the hair loss patient: part II. Trichoscopic and laboratory evaluations. J Am Acad Dermatol. 2014;71(3):431 e1–431 e11.
   PubMed Web of Science ®Google Scholar
• Park DS, Koo JE, Oh SY, et al. Physiological profiles of hair and scalp conditions in korea population: survey, hairological expert-diagnosis and new diagnostic device. Adv Bioeng Biomed Sci Res. 2021;4(2):63–71.
   Google Scholar
• Chang WJ, Chen LB, Chen MC, et al. ScalpEye: a deep learning-based scalp hair inspection and diagnosis system for scalp health. IEEE Access. 2020;8:134826–134837. doi: 10.1109/ACCESS.2020.3010847.
   Web of Science ®Google Scholar
• Kim BR, Won SH, Kim JW, et al. Development of a new classification and scoring system for scalp conditions: scalp photographic index (SPI). J Dermatolog Treat. 2023;34(1):2181655.
   PubMed Web of Science ®Google Scholar
• Tan M, Le Q. Efficientnet: rethinking model scaling for convolutional neural networks. Proc Mach Learn Res. 2019;97:6105–6114.
   Google Scholar
• Burnett CL, Boyer IJ, Bergfeld WF, et al. Safety assessment of ceramides as used in cosmetics. Int J Toxicol. 2020;39(3):5S–25S. doi: 10.1177/1091581820958692.
   PubMed Web of Science ®Google Scholar
• Chiu CH, Huang SH, Wang HM. A review: hair health, concerns of shampoo ingredients and scalp nourishing treatments. Curr Pharm Biotechnol. 2015;16(12):1045–1052. doi: 10.2174/1389201016666150817094447.
   PubMed Web of Science ®Google Scholar
• Dall’ Oglio F, Tedeschi A, Fusto CM, et al. A novel cosmetic antifungal/anti-inflammatory topical gel for the treatment of mild to moderate seborrheic dermatitis of the face: an open-label trial utilizing clinical evaluation and erythema-directed digital photography. G Ital Dermatol Venereol. 2017;152(5):436–440.
   PubMed Web of Science ®Google Scholar
• Davis MG, Thomas JH, van de Velde S, et al. A novel cosmetic approach to treat thinning hair. Br J Dermatol. 2011;165(3):24–30. doi: 10.1111/j.1365-2133.2011.10633.x.
   PubMedGoogle Scholar
• Du B, Bian Z, Xu B. Skin health promotion effects of natural beta-glucan derived from cereals and microorganisms: a review. Phytother Res. 2014;28(2):159–166. doi: 10.1002/ptr.4963.
   PubMed Web of Science ®Google Scholar
• Ebner F, Heller A, Rippke F, et al. Topical use of dexpanthenol in skin disorders. Am J Clin Dermatol. 2002;3(6):427–433. doi: 10.2165/00128071-200203060-00005.
   PubMedGoogle Scholar
• Guerra-Tapia A, Gonzalez-Guerra E. Sensitive scalp: diagnosis and practical management. Actas Dermosifiliogr. 2023;114(2):141–146. doi: 10.1016/j.ad.2022.09.009.
   PubMed Web of Science ®Google Scholar
• Lodén M, Wessman C. The antidandruff efficacy of a shampoo containing piroctone olamine and salicylic acid in comparison to that of a zinc pyrithione shampoo. Int J Cosmet Sci. 2000;22(4):285–289. doi: 10.1046/j.1467-2494.2000.00024.x.
   PubMedGoogle Scholar
• Rapaport M. A randomized, controlled clinical trial of four anti-dandruff shampoos. J Int Med Res. 1981;9(2):152–156. doi: 10.1177/030006058100900213.
   PubMed Web of Science ®Google Scholar
• Trüeb RM. Shampoos: ingredients, efficacy and adverse effects. J Deutsche Derma Gesell. 2007;5(5):356–365. doi: 10.1111/j.1610-0387.2007.06304.x.
   PubMedGoogle Scholar
• Meray Y, Gençalp D, Güran M. Putting it all together to understand the role of malassezia spp. in dandruff etiology. Mycopathologia. 2018;183(6):893–903. doi: 10.1007/s11046-018-0283-4.
   PubMed Web of Science ®Google Scholar
• Borda LJ, Wikramanayake TC. Seborrheic dermatitis and dandruff: a comprehensive review. J Clin Investig Dermatol. 2015;3(2). doi: 10.13188/2373-1044.1000019.
   PubMedGoogle Scholar
• Yoon J, Shim J, Lim J, et al. Biophysical characteristics of dandruff-affected scalp categorized on the basis of sebum levels. J Cosmetic Dermatol. 2021;20(3):1002–1008. Mardoi: 10.1111/jocd.13626.
   PubMed Web of Science ®Google Scholar
• Pathoulas JT, Flanagan KE, Walker CJ, et al. Evaluation of standardized scalp photography on patient perception of hair loss severity, anxiety, and treatment. J Am Acad Dermatol. 2021;85(6):1640–1641. Dec doi: 10.1016/j.jaad.2020.12.059.
   PubMed Web of Science ®Google Scholar
• Lee S, Lee H, Lee CH, et al. Photographic assessment improves adherence to recommended follow-up in patients with androgenetic alopecia and alopecia areata: a retrospective cohort study. Indian J Dermatol Venereol Leprol. 2019;85(4):431–433. doi: 10.4103/ijdvl.IJDVL_696_18.
   PubMed Web of Science ®Google Scholar