Cindy X. Cai

Jan 14, 2025 | jamanetwork.com | Muhammad Ali |Biomedical Informatics |Cindy X. Cai |Martin Makary

Geographic Distribution of US Ophthalmic Surgical Subspecialists Key PointsQuestion  What is the geographic distribution of ophthalmic surgical subspecialist surgeons in the US and what surgeon demographics are associated with rural practice? Findings  This cross-sectional study between 2012 and 2022 identified higher proportions of rural patients compared with rural surgeons.

Oct 7, 2024 | medium.com | Cindy X. Cai

Cindy Cai·Follow3 min read·--Some people think that the rise of social media is solely to blame for the mental health crisis, but the truth is that the issue is far more complex. While social media does contribute to the mental health challenges people face today, there are deeper factors at play, such as economic inequality and societal pressures. These structural forces shape people’s mental health in ways that can’t be fixed by simply logging off or using social media less.

Jul 18, 2024 | ophthalmologyscience.org | Johns Hopkins |Cindy X. Cai

Keywords Clinical free-text notes Diabetic retinopathy Electronic health record Natural language processing Prevalence Abbreviations and Acronyms BERT (Bidirectional Encoder Representations from Transformers) DME (diabetic macular edema) DR (diabetic retinopathy) EHR (electronic health record) ICD (International Classification of Diseases) ICD-10 (International Classification of Diseases, 10th Revision) ME (macular edema) MLP (Multilayer Perceptron) NLP (natural language processing) NPDR...