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    Glossary Machine Learning

    using data to train algorithms for pattern recognition and decision-making

    Machine Learning (ML) is a subset of artificial intelligence (AI) that involves training algorithms to recognize patterns and make decisions based on data. Instead of being explicitly programmed to perform a task, ML systems learn and improve from experience, making them useful for applications like predicting hair loss patterns in alopecia patients or identifying biological markers in complex datasets.

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    1. Dermacen Analytica: A Novel Methodology Integrating Multi-Modal Large Language Models with Machine Learning in tele-dermatology arXiv (Cornell University) · 2024 · 3 citations
    2. Machine learning predicts scarring progression in lichen planopilaris: A multidimensional model integrating trichoscopy, vitamin D, and diagnostic timelines International Journal of Medical Informatics · 2025
    3. LB1040 Machine learning-based predictive model with routine blood work identifies moderate-severe alopecia areata Journal of Investigative Dermatology · 2024
    4. Early prediction of alopecia areata using machine learning modeling of neuro stress immune signatures from multi datasets Scientific Reports · 2025 · 1 citations
    5. Identification of Stress-Related Hair Loss and Prevention Through the Application of a KNN Model Based on Machine Learning International Journal of Research Publication and Reviews · 2025
    6. Predicting Polycystic Ovary Syndrome among Reproductive-Aged Women in Bangladesh Using Machine Learning Algorithms: Development of a Hospital-Based Predictive Model 2025
    7. A Data-Driven Approach to Polycystic Ovary Syndrome Diagnosis: Evaluating Machine Learning Models 2025
    8. Exploring machine learning strategies for single-cell transcriptomic analysis in wound healing Burns & Trauma · 2025 · 5 citations
    9. Automated Machine Learning Analysis of Patients With Chronic Skin Disease Using a Medical Smartphone App: Retrospective Study 2023 · 2 citations
    10. 3D Bioprinting Skin Equivalents: A Methodological Perspective on Human Keratinocyte and Fibroblast Models for Wound Repair and Regeneration Wound Repair and Regeneration · 2025 · 3 citations
    11. A Genome-Wide Association Study and Machine-Learning Algorithm Analysis on the Prediction of Facial Phenotypes by Genotypes in Korean Women Clinical Cosmetic and Investigational Dermatology · 2022 · 5 citations
    12. Diagnosis of Scalp Disorders using Machine Learning and Deep Learning Approach -- A Review arXiv (Cornell University) · 2023 · 1 citations
    13. A Machine Learning Algorithm Applied to Trichoscopy for Androgenic Alopecia Staging and Severity Assessment Dermatology practical & conceptual · 2023
    14. In Search of Predictive Models for Inhibitors of 5-alpha Reductase 2 Based on the Integration of Bioactivity and Molecular Descriptors Data. IWBBIO · 2014
    15. Advancements in Dermatological Imaging Modalities Indian Dermatology Online Journal · 2024 · 9 citations
    16. BaldPredict: AI-Driven Prediction Model for Alopecia Areata 2025
    17. A machine learning and network framework to discover new indications for small molecules bioRxiv (Cold Spring Harbor Laboratory) · 2019
    18. Data-Driven Machine-Learning Methods for Diabetes Risk Prediction Sensors · 2022 · 79 citations
    19. Hair & Scalp Disease Detection Using Machine Learning & Image Processing INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT · 2024 · 4 citations
    20. AI04 A novel machine learning software application for prognosticating cutaneous malignant melanoma based on data from 78 351 patients from the Surveillance, Epidemiology, and End Results (SEER) database British Journal of Dermatology · 2025
    21. Machine learning driven multi-omics analysis of the genetic mechanisms behind the double-coat fleece formation in Hetian sheep Frontiers in Genetics · 2025 · 1 citations
    22. A Machine Learning-Based Scalp Hair Inspection and Diagnosis System for Scalp Health 2024
    23. Machine learning‐guided multi‐omics suggests iron‐dependent hormonal signaling drives root morphological plasticity in wheat under temperature stress New Phytologist · 2026
    24. Phenotype-Specific Lifestyle Prediction for PCOS Using Machine Learning Multi-Class Classification and SHAP Explainability International Journal of Drug Delivery Technology · 2026
    25. A Comparative Study of Machine Learning Algorithms in Predicting Mental Disorders 2024 · 2 citations
    26. Identification of SLC40A1, LCN2, CREB5, and SLC7A11 as ferroptosis-related biomarkers in alopecia areata through machine learning Scientific reports · 2024
    27. Prediction of Alopecia Areata using CNN 2023 · 15 citations
    28. Ewha Medical Journal’s inclusion in PubMed Central and PubMed, and artificial intelligence and guidelines in this issue The Ewha Medical Journal · 2025 · 1 citations
    29. The role of 3Rs in the age of One Health: where we are and where we’re going Biomedical science and engineering · 2023
    30. Scalp Disease Detection Using Deep Learning: A Hybrid Ensemble Approach with EfficientNetB0, DenseNet121 and MobileNetV2 International Journal of Scientific Research in Science and Technology · 2026