TLDR A hat with sensors can measure scalp moisture well, helping with hair care.
The study developed a hat-shaped device equipped with wearable sensors to estimate scalp moisture, using data from 15 participants. Four machine learning models (SVM, RF, Conv1d, and GRU) were trained and tested, with SVM showing the best performance in inter-subject evaluations. The device collected biometric and environmental data, and the results indicated that machine learning models could effectively estimate scalp moisture. The study suggests that this approach offers a practical and cost-effective alternative to specialized equipment, though it highlights the need for more diverse training data and safer methods for measuring core body temperature.
40 citations,
January 2018 in “International journal of trichology” Healthy scalp reduces hair loss by managing oxidative stress.
193 citations,
January 2015 in “International journal of trichology” Dermatologists need to understand hair products to treat hair and scalp issues better.
80 citations,
March 2008 in “Contact Dermatitis” Nearly half of the French individuals surveyed reported having a sensitive scalp, more common in women, often linked to hair loss and symptoms like itching, and triggered by factors including shampoos and pollution.
61 citations,
October 2005 in “The journal of investigative dermatology. Symposium proceedings/The Journal of investigative dermatology symposium proceedings” The document concludes that accurate diagnosis is crucial for effectively treating common scalp disorders, which often have similar symptoms.
3 citations,
November 2020 in “Journal of cosmetic dermatology” The scalp care solution with Timosaponin B-II improved scalp hydration, reduced dandruff, and helped prevent hair loss.
January 2017 in “Journal of Cosmetics, Dermatological Sciences and Applications” Chinese women's hair gets thinner and grayer with age, and scalp conditions change, especially after 40.