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5 / 1000+ resultsresearch PEDL-XAI: A Hybrid Probabilistic Ensemble Deep Learning Approach for Hair Disorder Diagnosis
The study introduces an Explainable Artificial Intelligence (XAI)-based system for diagnosing hair disorders, addressing the limitations of conventional methods that often overlook the complex interplay of factors like genetics and stress. Utilizing the Flask web framework, the system employs various machine learning algorithms and introduces a novel hybrid Probabilistic Ensemble Deep Learning (PEDL) model, which combines a Probabilistic Neural Network with a Sparse Representation Classifier. This model achieves a high accuracy of 0.9950, surpassing traditional approaches. The integration of XAI techniques allows for transparent predictions, identifying key factors, assessing risks, and providing personalized recommendations for hair loss evaluation, treatment, and hormonal impact analysis.
research Philosophy and technique in hair restoration surgery
Hair restoration surgery has evolved over time, with a focus on natural-looking results and managing patient expectations, while also considering potential complications and the lifelong progression of male pattern baldness.
research A new classification of pattern hair loss that is universal for men and women: Basic and specific (BASP) classification
The BASP classification is a detailed and accurate way to categorize hair loss in both men and women.
research Sparse haplotype-based fine-scale local ancestry inference at scale reveals recent selection on immune responses
Recent selection on immune response genes was identified across seven ethnicities.
research Modified basic and specific (BASP) classification for pattern hair loss
The modified hair loss classification is more detailed but less user-friendly.
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5 / 1000+ resultscommunity I don’t know what to do at this point
A 21-year-old woman with female pattern baldness has tried minoxidil, red light therapy, and supplements without success. She is considering spironolactone and seeking medical advice.
community Update: Cbum's Transplant looks super good now
Chris's hair transplant looks better, but the hairline is criticized for being too straight and unnatural. Some recommend using finasteride and minoxidil for maintenance.
community 57% increased chance of pattern hair loss independently associated with the consumption of sugary beverages in men (p<0.001).
Sugary beverages increase the risk of pattern hair loss in men by 57%, and type 2 diabetes is linked to female pattern hair loss. Reducing sugar intake and using treatments like finasteride and minoxidil may help manage hair loss.
community Transient and Permanent Effects of Finasteride Use
Potential side effects of 5AR inhibitors like finasteride and dutasteride. Users debate risks, benefits, and personal experiences with these hair loss treatments.
community 2 years of treatment, hair continues to get worse
A user is worried about hair loss despite using finasteride, oral minoxidil, and keto shampoo for two years and is considering switching to dutasteride. Responses suggest patience, lifestyle changes, or trying additional treatments like microneedling.