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research Predictive Modeling of Hair Fall using Random Forest Algorithms

January 2025

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.

Case-Only Trees and Random Forests for Exploring Genotype-Specific Treatment Effects in Randomized Clinical Trials with Dichotomous End Points

research Case-Only Trees and Random Forests for Exploring Genotype-Specific Treatment Effects in Randomized Clinical Trials with Dichotomous End Points

5 citations , July 2019 in “Applied statistics/Journal of the Royal Statistical Society. Series C, Applied statistics”

In this study, applying case-only trees and random forests to a prostate cancer prevention trial revealed genotypes that may influence the efficacy of finasteride for prostate cancer prevention.

research Comparison of Linear Regression, Decision Tree Regression, and Random Forest Regression Algorithms in Predicting Baldness Risk

September 2025 in “Matics Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology)”

This study found that among various predictive models for baldness risk, Random Forest Regression performed best with the lowest mean squared error and highest R², indicating strong predictive accuracy, especially with complex datasets, while Linear Regression was better suited to simpler datasets.

research Automated Machine Learning Analysis of Patients With Chronic Skin Disease Using a Medical Smartphone App: Retrospective Study

2 citations , September 2023 in “JMIR. Journal of medical internet research/Journal of medical internet research”

This study reported that AutoML effectively modeled itching and pain development, as well as app use, in patients with chronic eczema or psoriasis using a smartphone monitoring app, revealing that factors like BMI, age, and disease activity significantly influenced app engagement.

research Automated Trichoscopic Analysis for Hair Disorder Classification Using Semantic Segmentation

April 2026

This study developed an automated image analysis framework for diagnosing hair disorders using trichoscopic images, reporting a Random Forest classifier as having an 86.67% accuracy in distinguishing between different scalp pathologies based on quantitative image features.

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Community Join

5 / 709 results

community Train your forehead and scalp muscles

in Research/Science 23 upvotes 1 year ago

Training scalp muscles to absorb more DHT is suggested as a hair loss solution, but users debate its effectiveness compared to medications like dutasteride and finasteride. Concerns about side effects of DHT blockers, such as reduced libido, are discussed, with some advocating for natural remedies like scalp massages and healthy living.

community 25 years on Finasteride and it's not working anymore.

324 upvotes 6 months ago

A 47-year-old has been using finasteride for 25 years for hair loss, but it's less effective now. Suggestions include switching to dutasteride, stopping anastrozole, and trying minoxidil, microneedling, and possibly TRT.

community Hair loss research is a money grab

227 upvotes 10 months ago

Hair loss is linked to DHT, with treatments like finasteride and minoxidil being common but not definitive. Economic interests influence research, and there is potential for new treatments like PP405 and RU58841.

community How much better is dut compared to fin?

in Chat 35 upvotes 1 year ago

Dutasteride is often more effective than finasteride for blocking DHT, but results vary and some may experience side effects. Combining minoxidil with either medication can improve hair regrowth, but switching doesn't guarantee better results for everyone.

community hairloss in my 20s has ruined my life.

in Research/Science 373 upvotes 1 year ago

A person in their 20s is struggling with hair loss, using treatments like minoxidil and finasteride. Suggestions include self-improvement, therapy, hair transplants, and focusing on acceptance and confidence.

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Learn

1 / 801 results

learn Aloe vera

Are random bald spots stressing you out? Aloe vera gel might be your scalp’s natural first aid. Aloe vera gel may help soothe and support scalp health for random bald spots.

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