What Do Users in a Polycystic Ovary Syndrome (PCOS) Forum Think About the Treatments They Tried: Analyzing Treatment Sentiment Using Machine Learning

    April 2025 in “ Physical and Engineering Sciences in Medicine ”
    Rebecca H K Emanuel, Paul D. Docherty, Helen Lunt, Rebecca E. Campbell
    Studysummary In this study, the analysis of PCOS subreddit data revealed that lifestyle changes and supplements were perceived positively for managing PCOS symptoms, while contraceptives were often linked with negative experiences, except when they included anti-androgenic progestins.
    Automatically generated from the study's abstract, not written by a person, and not a review of the full paper. Not medical advice or a treatment recommendation. Read the original study, and consult a qualified healthcare professional before changing treatment. Full disclaimer
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    Research cited in this study 10

    1. International PCOS Guideline Clinical Research Priorities Roadmap: A Co-Designed Approach Aligned With End-User Priorities in a Neglected Women's Health Condition EClinicalMedicine · 2024
    2. Efficacy and Safety of Anti-Androgens in the Management of Polycystic Ovary Syndrome: A Systematic Review and Meta-Analysis of Randomised Controlled Trials EClinicalMedicine · 2023
    3. Recommendations From The 2023 International Evidence-Based Guideline For The Assessment And Management Of Polycystic Ovary Syndrome The Journal of Clinical Endocrinology and Metabolism · 2023
    4. The Efficacy and Safety of Oral and Topical Spironolactone in Androgenetic Alopecia Treatment: A Systematic Review Clinical, Cosmetic and Investigational Dermatology · 2023
    5. Hyperandrogenism and Menstrual Imbalance Are the Best Predictors of Metformin Response in PCOS Patients Reproductive Biology and Endocrinology · 2022
    6. The Challenges with Managing Polycystic Ovary Syndrome: A Qualitative Study of Women’s and Clinicians’ Experiences Patient education and counseling · 2021
    7. Natural Hair Supplement: Friend or Foe? Saw Palmetto, A Systematic Review in Alopecia Skin appendage disorders · 2020
    8. Complementary and Alternative Treatments for Alopecia: A Comprehensive Review Skin appendage disorders · 2018
    9. Ethnicity, Obesity, and the Prevalence of Impaired Glucose Tolerance and Type 2 Diabetes in PCOS: A Systematic Review and Meta-Regression Human Reproduction Update · 2018
    10. Spearmint Herbal Tea Has Significant Anti-Androgen Effects in Polycystic Ovarian Syndrome: A Randomized Controlled Trial PTR. Phytotherapy research/Phytotherapy research · 2009