What I Mean When I Say Colonic Motility
What the colon actually does, what cine MRI sees, and why a quantitative motility score is only one view of a much larger system.
UCmotilityMRIIBDGIQuant
Notes
A working notebook
Papers, methods, books, and developing ideas from Mahshad Sarikhani’s working notebook.
Papers I’ve read, methods I’m learning, books that shaped my thinking, ideas that don’t have a home yet. Some of this grows into research. Most of it doesn’t, and that’s fine. Nothing here is finished.
seedling rough, first pass, might just be a question
sprout revisited, starting to take shape
evergreen fairly confident
When significance is not the same as meaning
A p-value says a result probably exists, not that it matters. On statistical significance versus clinical meaning, and why the fix is reporting practice.
statisticsBayesianIBDresearch methods
What Colonic Motility Actually Means (And Why That Depends on Who You Ask)
Motility means different things depending on who you ask. What two years of work on it in UC taught me, and why it is harder to measure than it sounds.
UCmotilityMRIIBDGIQuant
The English Bias in Medical AI: What Gets Lost When Models Read Radiology Reports
Reading BABEL by R.F. Kuang made me think about how LLMs handle meaning across languages, and what that costs us in clinical settings.
AINLPradiologyclinical-AIreading-notes
Archived Notes: Anthropic’s Building Effective Agents
Notes on the spectrum between rigid clinical workflows and autonomous agents.
researchAI-agentsradiologyarchivecoding
From the Operating Room to Agentic AI: Why I Became a Clinician-Coder
Notes on going from surgery lover to agentic AI builder, and what changed in between.
personaltrajectoryreflectionradiologyAIcoding
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