21 citations
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January 2000 in “Aesthetic Plastic Surgery” Researchers created a new system to classify male baldness, finding six types and a common hairline shape, to improve hair loss treatments.
18 citations
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July 2003 in “Dermatologic Surgery” The conclusion is that creating natural-looking hair restoration requires replicating natural scalp whorl patterns and inserting grafts at specific angles.
15 citations
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August 2020 in “Indonesian Journal of Electrical Engineering and Computer Science” The system can automatically classify scalp conditions with 85% accuracy.
13 citations
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September 2018 in “Journal of the American Academy of Dermatology” The document concludes that a new system using the SALT score should replace the current alopecia areata classification for better accuracy in assessing severity and prognosis.
11 citations
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December 2018 in “Journal of Dermatology” Finasteride effectively treats hair loss in Korean men for at least 5 years, with V type responding better.
8 citations
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November 2022 in “International Journal of Cosmetic Science” Human hair varies widely and should be classified by curl type rather than race.
5 citations
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January 2024 in “Egyptian Dental Journal /Egyptian Dental Journal” Anti-cancer drugs are diverse and hard to classify due to their different forms and actions.
4 citations
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October 2022 in “Journal of Imaging” An intelligent system can classify hair follicles and measure hair loss severity with reasonable accuracy.
3 citations
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April 2023 in “Clinical and Experimental Medicine” The study identified five types of long COVID symptoms and suggests tailored management strategies for each.
3 citations
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January 2018 in “International Journal of Trichology” The new system helps detect and track early female hair loss better.
2 citations
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January 2014 in “The Korean journal of medicine” The 2012 SLICC criteria provide an updated method for classifying Systemic Lupus Erythematosus.
1 citations
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November 2024 VGG19 is more accurate, but MobileNetV2 is faster and uses fewer resources.
1 citations
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April 2022 in “International Journal of Women's Dermatology” Classifying curl patterns might help doctors assess and treat hair loss better.
January 2026 in “JAMA Dermatology” ICD codes for skin conditions vary in accuracy, needing better validation for some common conditions.
April 2025 in “Journal of Dermatology for Physician Assistants” Vitiligo and alopecia should be covered by Medicaid and TRICARE as medical, not cosmetic, conditions.
March 2025 in “International Journal of Clinical Dermatology” Psychodermatosis is reclassified based on brain-skin interaction, dividing conditions into psychogenic and psychosomatic categories.
January 2025 in “Medical Research Archives” A new classification and scoring system is needed for alopecia areata to better assess severity.
Hair restoration surgery is becoming more common as male pattern baldness increases with age.
The optimized VGG19 model accurately classifies hair diseases with 98.64% accuracy.
Machine learning can accurately tell apart False Daisy and Smooth Joy Weed.
October 2023 in “Sinkron” The system can accurately classify hair diseases with 94.5% accuracy using a CNN.
September 2023 in “Family practice” Nearly half of the classification tools in the National Institute of Health and Clinical Excellence's Clinical Knowledge Summaries might not effectively guide management for general practitioners.
August 2023 in “Iranian Journal of Clinical Infectious Diseases” Most skin issues were due to COVID-19, with some caused by vaccines or treatments, and were categorized into five types.
Higher EULAR/ACR scores in SLE patients predict more organ damage.
June 2023 in “Aesthetic Plastic Surgery” The PRECISE scale helps estimate how many grafts are needed for hair transplant based on the severity of hair loss.
August 2022 in “Journal of Cosmetic Dermatology” A new classification for depth control in hair restoration surgery was proposed, dividing it into three grades based on the depth required for successful graft extraction.
November 2009 in “Hair transplant forum international” Dr. Bernard Cohen created a new system to classify hair loss using numbers and a detailed scalp map.
August 2003 in “Dermatologic Surgery” Craig Ziering created a system to classify scalp hair patterns, important for improving hair restoration surgery results.
October 2022 in “Hair Transplantation” Female pattern hair loss affects many women and requires specialized care.
October 2022 in “Hair Transplantation” Male pattern hair loss is mainly caused by genetics and hormones, especially DHT.