Yanyan Huang

ORCID: 0000-0002-8491-7769 · 4 papers in corpus
other 2026
An ultrasound-based machine learning model for predicting pelvic adhesions: A SHAP-enhanced XGBoost approach
Digital health ·doi:10.1177/20552076261416797

OBJECTIVES: This study is the first to develop and evaluate a machine learning (ML) model for predicting pelvic adhesions based on ultrasound features, utilizing the SHapley Additive Explanations (SHAP) framework for interpretability analys…

article 2026
High-intensity focused ultrasound combined with syndrome differentiation-based individualized herbal therapy and 12-month outcomes in patients with adenomyosis: a prospective non-randomized study
·doi:10.3389/fmed.2026.1758003

Objective To evaluate the association of high-intensity focused ultrasound (HIFU) combined with syndrome differentiation-based individualized traditional Chinese medicine (TCM) herbal therapy with 12-month clinical outcomes compared with HI…

article 2024
Epidemiological characteristics of suspected adenomyosis in the Chinese physical examination population: a nested case-control study
BMJ open ·doi:10.1136/bmjopen-2023-074488

OBJECTIVES: We aimed to explore the epidemiological characteristics of suspected adenomyosis within a physical examination population in China. DESIGN: A retrospective, nested case-control study; we matched healthy people and those with po…

meta-analysis 2023
Different subtypes of ultrasound-diagnosed adenomyosis and in vitro fertilization outcomes: A systematic review and meta-analysis
Acta obstetricia et gynecologica Scandinavica ·doi:10.1111/aogs.14580

INTRODUCTION: Adenomyosis prevalence among women with infertility is increasing; their management during in vitro fertilization is usually based on ultrasound diagnosis alone. Herein, we summarize the latest evidence on the impact of ultras…