November 2020 in “Journal of Pharmaceutical Sciences” The decision tree can predict drug absorption issues with good accuracy but needs more validation and adjustments for other factors.
September 2025 in “Matics Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology)” Random Forest Regression is best for predicting baldness risk.
A new CNN model can detect Alopecia Areata with 98% accuracy.
The model predicts minoxidil's effectiveness and side effects better than traditional methods.
3 citations
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January 2021 in “Journal of The American Academy of Dermatology” Different types of atopic dermatitis were linked to specific genetic and immune changes, suggesting that severe cases might need stronger immune-targeting treatments.
2 citations
,
January 2014 Data mining helps identify and address nutrition deficiencies affecting health.
1 citations
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April 2016 in “Plastic and Reconstructive Surgery – Global Open” Oncoplastic breast surgery is more cost-effective than standard lumpectomy for large-breasted women despite being more expensive.
June 2025 in “International Journal of Computational Intelligence Systems” The TPAP method effectively categorizes androgenetic alopecia patients with high accuracy, but needs real-world validation.
December 2017 in “Annales de dermatologie et de vénéréologie” In 2017, pediatric dermatology advanced with new treatments and insights into various skin conditions in children.
January 2011 in “Healthcare Informatics Research” Hair loss is significantly linked to symptoms like dry hair, scalp issues, addiction to tobacco or coffee, anxiety, and digestive problems.
5 citations
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July 2019 in “Applied statistics/Journal of the Royal Statistical Society. Series C, Applied statistics” Case-only trees and random forests improve predictions of treatment effects in clinical trials.
4 citations
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February 2017 in “Journal of Cutaneous Medicine and Surgery” Compounds from certain trees used by First Nations people show potential for treating skin conditions and promoting hair growth, but more research is needed to confirm their safety and effectiveness.
5 citations
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January 2013 in “PubMed” Lavender and Tea tree oils may effectively reduce mild unwanted hair growth in women.
ILC1-like cells may contribute to hair loss in alopecia areata and could be new treatment targets.
Hairless mammals evolved quickly in both gene and non-gene areas related to skin and hair.
2 citations
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September 2023 in “JMIR. Journal of medical internet research/Journal of medical internet research” Machine learning can predict symptoms and quality of life in chronic skin disease patients using smartphone app data, and shows that app use varies with patient characteristics.
May 2020 in “Research Square (Research Square)” Researchers found four key stages of cell development that are important for hair growth and shedding in cashmere goats.
December 2021 in “Cureus” Minoxidil alone is the most cost-effective treatment for male hair loss at a $50,000 threshold.
March 2026 in “ArXiv.org” Large language models struggle with accurate clinical decision-making compared to real-world needs.
November 2023 in “Advances and Applications in Statistics” AI can effectively predict COVID-19 mortality risk using patient data.
September 2023 in “JP Journal of Biostatistics” The random forest model effectively helps diagnose COVID-19 using key factors like age and symptoms.
40 citations
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October 2012 in “British Journal of Dermatology” Minoxidil helps regrow hair in female pattern hair loss, but more research needed for other treatments.
3 citations
,
January 2008 in “Endocrine journal” A new mutation linked to partial Androgen Insensitivity Syndrome and prostate cancer was found in a patient unhappy with their female gender assignment.
1 citations
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May 2025 in “Journal of Digital Information Management” VGG16 and VGG19 are the most accurate for classifying scalp and hair diseases.
556 citations
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September 2008 in “Genes & Development” Wnt signaling is vital for cell growth, development, and cancer research.
42 citations
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January 2018 in “Expert review of precision medicine and drug development” Drug repositioning is becoming more targeted and efficient with new technologies, offering personalized treatment options and growing interest in the field.
9 citations
,
September 2016 in “Dermatologic Surgery” New LPP subtype affects vellus hairs, mimics AGA, and needs biopsy for diagnosis.
4 citations
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June 2013 in “The Journal of Rheumatology” The document concludes that various findings in rheumatology offer insights into disease severity, treatment responses, and potential risks in medication, with some limitations due to unspecified participant numbers.
August 2025 in “BMC Pregnancy and Childbirth” A new EDA gene variant causes X-linked hypohidrotic ectodermal dysplasia in a Chinese family.
January 2024 in “International Journal of Advanced Computer Science and Applications” Deep learning and explainable AI are improving scalp disorder diagnosis, but challenges in transparency and data quality remain.