Making Healthcare Easier to Understand
"Because everyone deserves to understand their health in the language they know best."
Research Journal
My final post in this series. My accounting of what this research didn't do and why that matters more than what it did.
A researcher who only reports findings can't be fully trusted. In the series finale, she names what the pilot got wrong: a convenience sample, comprehension measured instead of trust or action, and an assumption that everyone could read. She then lays out what she'd design differently and where ClarityBridge goes next.
Read Full Post on Substack ↗The final data is in. Here is what it says and reveals.
With all 60 surveys back, Telugu and plain English tied at 97% comprehension, while the clinical original scored lowest. The finding points to jargon, not language, as the real barrier. The post also names the five groups this pilot never reached.
Read Full Post on Substack ↗Our first findings from 29 participants and three questions the scores alone cannot answer.
Across four versions of the same lab report, every simplified version beat the clinical original, with gaps of 16 to 27 percentage points. This pilot post also covers what the numbers can and cannot claim, plus the questions participants raised about accuracy and trust that the scores don't capture.
Read Full Post on Substack ↗Three conversations, thirty documents, and a study that is now in the hands of the community.
I expected to sit with participants and watch people read. Instead, strict site policies meant the visit became something more foundational — a relationship built conversation by conversation, with a Spanish-speaking senior, a center administrator, and Telugu-speaking visitors from India. The first documents are now out in the community, and the results are still weeks away.
Read Full Post on Substack ↗What the research actually says about AI and health literacy — and why I'm expanding the study scope.
77 million Americans have low health literacy — before a single language barrier is introduced. After my grandfather asked why hospitals don't simplify documents automatically, I went back to the literature. What I found forced me to expand this research to three participant groups and rewrite the study design.
Read Full Post on Substack ↗My father's surgery. My grandparents. And the moment this research stopped being academic.
My father came home from ACL surgery with a three-page discharge document my grandparents — visiting from Andhra Pradesh — couldn't fully read. Neither, in parts, could I. It was the moment this research stopped feeling like something I was studying and started feeling like something I was living.
Read Full Post on Substack ↗Can AI Bridge the Health Literacy Gap for Immigrant Seniors?
Writing about a problem is not the same as doing something about it. So I started something — a research question, a nonprofit, and a public record of every step it takes to find out if AI can truly bridge the health literacy gap for immigrant seniors.
Read Full Post on Substack ↗Can AI Bridge the Health Literacy Gap for Immigrant Seniors?
Rosa carried a hospital discharge summary for four days — three pages of clinical language that explained her husband's heart failure to no one. That evening, and what it made me think, is where this research begins.
Read Full Post on Substack ↗Ongoing Work
Updates Coming Soon
Research is actively underway. Check back here for study phases, participant data, methodology notes, and findings as they develop.
Building the research framework, participant consent forms, and methodology — details to be added here.
Outreach to local senior centers and community organizations — details to be added here.
Running comprehension tests with AI-translated documents — findings to be shared here.
About This Project
Because everyone deserves to understand their health in the language they know best. ClarityBridgeHealth studies whether AI can translate complex medical documents into plain, accessible language for immigrant and non-English-speaking communities.
An independent study measuring whether AI-generated plain-language summaries of hospital discharge documents improve health comprehension among elderly adults who speak Spanish, Telugu, and Vietnamese — with real participants, real data, and transparent methodology.
Elderly immigrant patients who leave hospitals with paperwork they cannot understand. Families who become impromptu translators. Communities where a language barrier between patient and provider can mean the difference between recovery and crisis.
This blog and research project runs under ClarityBridge, a student-founded nonprofit. All participant data is collected anonymously with full written informed consent. This site does not constitute medical advice.
Get In Touch
Questions, collaborations, or research inquiries?
The Researcher
I'm a high school junior with a passion for healthcare, research, and using technology to help people better understand and navigate complex information. I created Clarity Bridge Health to explore ways to bridge communication gaps in healthcare and make medical information more accessible and understandable for everyone.
I'm actively involved in band and play the flute, serve as president of my school's STEMsters club, and enjoy cooking, art, and connecting with people from different backgrounds. I'm passionate about combining creativity, empathy, and innovation to make a meaningful impact in my community.
I value kindness, respect, understanding, and helping others. I hope to use both research and technology to create solutions that truly make a difference — not just in theory, but for real people navigating real challenges every day.