This study utilized the Random Forest Algorithm to create a machine learning model aimed at accurately predicting hair loss by considering complex datasets involving genetic, hormonal, lifestyle, and environmental factors, but specific outcomes were not reported.
January 2023 in “Indian Journal of Unani Medicine” This review discusses the chemical composition, pharmacological properties, and ethnomedical applications of Myrtus communis Linn and reports no new clinical results.
This review provides an overview of the ethno-medical uses, chemical components, and pharmaceutical profile of the plant Myrtus, but reports no new research findings.
April 2026 in “Zenodo (CERN European Organization for Nuclear Research)” This study aims to develop and evaluate a trio pack of polyherbal hair care products—including shampoo, conditioner, and serum—with the goal of promoting hair and scalp health due to the benefits of herbal ingredients and minimal side effects.
April 2026 in “Zenodo (CERN European Organization for Nuclear Research)” This study aims to formulate and evaluate a new trio pack consisting of shampoo, conditioner, and serum with botanical extracts, targeting hair and scalp maintenance and growth, as such a comprehensive formulation is currently not available in the market.
January 2021 in “Deep Blue (University of Michigan)” This study found that LepRb neurons in the brain are important targets for androgen action and influence sex-specific differences in reproductive and metabolic regulation, implicating them in conditions such as polycystic ovary syndrome.
1 citations
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March 2024 in “arXiv (Cornell University)” This paper presents a new method using Convolutional Neural Networks for detecting hair and scalp diseases, aiming to enhance diagnostics accessibility through a web-based platform integration.
March 2014 in “CRC Press eBooks” Some nutrients and antioxidants may improve skin and hair health, but more research is needed to confirm these benefits.
112 citations
,
November 2023 in “Nano-Micro Letters” This review discusses the developments over the past five years in nanozyme-based theranostics for tumor therapy, including their classification, design, and synergistic strategies. It also outlines the challenges and prospects of using nanozymes to enhance selectivity, biosafety, repeatability, and stability in therapeutic applications.
61 citations
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June 2022 in “IEEE Journal of Biomedical and Health Informatics” This study introduced a novel deep clustering approach for melanoma detection from dermoscopic images, demonstrating improved performance over existing methods by mitigating class imbalance issues using a center-oriented margin-free triplet loss.
1 citations
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September 2025 in “Journal of Ultrasound in Medicine” This study found that AI using YOLOv11 architecture can reliably differentiate between hyaluronic acid and silicone oil cosmetic fillers on ultrasound, achieving high accuracy, whereas identifying calcium hydroxyapatite and polymethylmethacrylate remains less consistent, requiring further improvements.
June 2025 in “Indian Journal of Veterinary Medicine” In this case report, a persistent skin infection in a Bullykutta dog was resolved with a 10-day treatment regimen of Sulphamethoxazole, trimethoprim, omega fatty acids, and topical therapy after previous treatments failed.
January 2024 in “International Journal of Advanced Computer Science and Applications” This review reports that while deep learning shows promise in diagnosing scalp disorders from images, challenges remain with data quality and model interpretability, suggesting that integrating explainable AI techniques is crucial for building trust and facilitating clinical adoption.
April 2021 in “Arab Journal of Nuclear Sciences and Applications/Arab Journal of Nuclear Sciences and Applications ” This study found that repeated use of a protein hair conditioner, followed by hot air and gamma irradiation, may lower serum collagen I and increase heat shock protein concentrations in rats, suggesting potential cumulative risks.
74 citations
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January 2020 in “IEEE Access” This study reports that the ScalpEye system accurately diagnosed dandruff, folliculitis, hair loss, and oily hair with a precision range of 97.41% to 99.09%.
48 citations
,
October 2011 in “Sports Medicine” This review covers dermatological conditions experienced by ice-skating athletes due to cold exposure, infections, and inflammation, providing no new clinical findings and emphasizing diagnosis and treatment strategies.
5 citations
,
September 2019 in “ACS Applied Bio Materials” This study developed a composite hydrogel that delivered multiple proteins, enhancing skin wound healing by accelerating closure and promoting hair follicle regeneration.
5 citations
,
October 2018 in “American Journal of Clinical Dermatology” This review discusses major dermatologic conditions occurring in the early post-hematopoietic stem cell transplant period and reports no new clinical results; it underscores dermatologists' role in recognizing critical complications.
3 citations
,
August 2024 In this study, researchers using single nuclei RNA-sequencing found that fibroblasts in deeper layers of mouse skin expressed higher levels of pro-inflammatory genes post-wounding compared to other cells, highlighting their significant role in early inflammation and tissue repair processes.
3 citations
,
January 2010 in “Elsevier eBooks” The document describes various skin conditions, their features, and treatments but lacks detailed study size information.
1 citations
,
May 2026 in “Nature Communications” This study demonstrated that CD19-CAR T cell therapy may promote structural regeneration in the skin of systemic sclerosis patients, as evidenced by histological improvements and fibroblast population changes, suggesting its potential for tissue remodeling in fibrotic diseases.
1 citations
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May 2025 in “Journal of Digital Information Management” This study evaluated different convolutional neural network architectures for diagnosing scalp and hair diseases, and found that VGG16 and VGG19 consistently outperformed other models in accuracy, demonstrating their effectiveness and reliability in this medical application.
July 2026 in “International Journal of Advanced Research in Science Communication and Technology” In this study, the BaldGraphFormer framework, integrating visual and clinical data, outperformed unimodal baselines in early-stage androgenetic alopecia detection, achieving an F1-score of 97.62% and macro-average AUC of 0.992, suggesting its potential to support dermatological decision-making and early intervention.
January 2024 in “Wiadomości Lekarskie” In this study, researchers developed a novel computational framework using deep reinforcement learning to identify strategies for cellular reprogramming in gene regulatory networks, showing its effectiveness in a model of immune response against infection.
31 citations
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October 2012 in “Dermatologic clinics” This article discusses the use of cosmetic hair care products to improve patient satisfaction in hair loss treatment and reports no new clinical results; the authors emphasize complementing medical interventions with such products.
January 2025 in “INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT” This abstract highlights the increasing significance of herbal hair conditioners, which blend traditional plant-based ingredients with modern hair care needs, offering benefits like nourishing and protecting hair without harsh chemicals, and meeting consumer preferences for eco-friendly, organic products in the beauty industry.
1 citations
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December 2021 in “International journal of research in dermatology” This review discusses the evolution of modern shampoos from basic cleansing agents to products with specific therapeutic uses and emphasizes the importance of dermatologists understanding shampoo mechanisms and appropriate selection for scalp and hair health.
39 citations
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June 2017 in “Scientific Reports” Different lab conditions and light treatment methods change how human skin cells respond to light therapy.
19 citations
,
May 2020 in “Cells” This study found that 5% primed conditioned medium from human umbilical cord blood-derived mesenchymal stromal cells significantly improved hair density, thickness, and growth rate in patients with androgenetic alopecia.
14 citations
,
April 2014 in “Medical Clinics of North America” This review discusses common skin conditions in primary care settings and provides guidance on differential diagnoses and selecting appropriate topical treatments, but it reports no new clinical results.