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Chukwuma Onyeije, MD

@chukwumaonyeije.bsky.social

93 followers 140 following 330 posts

Physician Founder CodeCraftMD.com - AI billing tools helping doctors reclaim time & focus on patients 🩺💻 | MFM Specialist | Ethical AI in medicine | Blogging @ doctorswhocode.blog

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Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 13d

I built CodeCraftMD.com to help physicians spend less time coding and more time caring for patients.

Using AI, CodeCraftMD turns clinical notes into clean, billable summaries — fast, accurate, and secure.

Built by a physician for physicians. 🩺💻

#AIinMedicine #MedTech #DoctorsWhoCode

CodeCraftMD | AI-Powered Medical Billing Automation

CodeCraftMD.com

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 8d

🩺 Doctors spend 2 hours on paperwork for every 1 hour of patient care.

🎥 Watch the full story on YouTube → www.youtube.com/watch?v=cmj0...

#AIinMedicine #HealthTech #CodeCraftMD

CodeCraftMD Digital Launch

YouTube video by Code Craft MD

www.youtube.com

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 9d

New Blog post next week: “Human ingenuity is bootstrapped.” — Sean McClure, Discovered Not Designed.

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 12d

Learn more at CodeCraftMD.com

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 12d

doctorswhocode.blog/data-driven-...

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 13d

CodeCraftMD | AI-Powered Medical Billing Automation

CodeCraftMD.com

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

🚀 Data-driven pregnancies: CGM helps clinicians predict, prevent & personalize care in diabetes.
➡️ A revolution for maternal & fetal health.
🔗 doctorswhocode.blog/data-driven-...

#HealthcareInnovation #PregnancyCare #Diabetes

Data-Driven Pregnancies: Continuous Glucose Monitoring and the Revolution in Diabetes Care – Doctors Who Code

doctorswhocode.blog

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

✨ Imagine: A1C <6% in pregnancy, minimal hypoglycemia, improved neonatal health. CGM isn’t just a gadget—it’s the new standard of care.
Read more 👉 doctorswhocode.blog/data-driven-...

#MFM #DoctorsWhoCode #DiabetesTech

Data-Driven Pregnancies: Continuous Glucose Monitoring and the Revolution in Diabetes Care – Doctors Who Code

doctorswhocode.blog

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

📊 For Type 1, Type 2 & GDM, CGM provides real-time insights ➡️ fewer surprises, safer pregnancies, better outcomes.
Maternal-fetal medicine meets data science.
👩🏽‍⚕️👶🏽💻
#MedTwitter #CGM #AIinMedicine

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

💡 Continuous Glucose Monitoring (CGM) is transforming diabetes in pregnancy care! From tighter A1C control to reduced risks, tech is rewriting outcomes for moms + babies.
🔗 doctorswhocode.blog/data-driven-...

#DiabetesCare #Pregnancy #DigitalHealth

Data-Driven Pregnancies: Continuous Glucose Monitoring and the Revolution in Diabetes Care – Doctors Who Code

doctorswhocode.blog

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

🌍 Why it matters: ML shapes healthcare, society, and even our spiritual questions about trust & responsibility.

Where do you see machine learning in *your* daily life? 🤔

👉 Full post: doctorswhocode.blog/what-is-mach...
#AI #Ethics #DoctorsWhoCode

What Is Machine Learning? – Doctors Who Code

doctorswhocode.blog

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

📐 Math is the backbone of ML:
🔹 Linear algebra → data representation
🔹 Calculus → optimization
🔹 Probability → uncertainty

Elegant tools, powerful outcomes.

#Math #AI #DoctorsWhoCode

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

👨🏽‍⚕️ Three main types of ML:
✅ Supervised (learn from labeled data)
🌀 Unsupervised (find hidden patterns)
🎯 Reinforcement (trial + error guided by feedback)

Each has massive potential in healthcare & beyond.

#MedTwitter #MachineLearning

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Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

🧩 Arthur Samuel called ML “learning without being explicitly programmed.”
📊 Tom Mitchell refined it: Task (T), Experience (E), Performance (P).
At its core, ML = systems improving from data.

#AI #DataScience

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 19d

🤖✨ Machine Learning isn’t magic—it’s math. From voice assistants to medical imaging, ML is shaping our world. I break it down in my latest post. 🧵
👉 doctorswhocode.blog/what-is-mach...
#MachineLearning #AI #DoctorsWhoCode

What Is Machine Learning? – Doctors Who Code

doctorswhocode.blog

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Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · 24d

📖 Just started Why Machines Learn. Rare to find an AI book that promises both accessibility and the math behind the ideas. Excited to see if it lives up to the hype as more than just anecdotes. #AI #MachineLearning
Why Machines Learn — Anil Ananthaswamy share.google/22Gnsy9RwMf0...

Why Machines Learn — Anil Ananthaswamy

“Through Two Doors at Once  offers beginners the tools they need to seriously engage with the philosophical questions that likely drew them to quantum mechanics.” — Science ( full review here ...

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Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 17

I agree entirely

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 17

Confidence ≠ competence — that’s true for people and algorithms. But fear isn’t the answer.
Join us in balancing safety + innovation in AI for healthcare.
#HealthTech #AIforGood ✨⚖️

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 17

When we shout ‘AI killed someone!’ we lose sight of the bigger picture.
AI isn’t perfect — but neither is simply rejecting it.
Read why responsible AI + doctors = better care.
#DigitalHealth #AIethics 🧠💡

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 17

Is AI in healthcare a threat or an ally? 🩺🤖
Our newest post argues it deserves nuance, not alarm bells. Let’s talk about fear, facts, and the future of medicine.
#MedTech #AI #Health #doctorswhocode doctorswhocode.blog/when-fear-cl...

When Fear Clouds the Future: Why AI in Healthcare Deserves Nuance, Not Alarm Bells – Doctors Who Code

doctorswhocode.blog

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 11

Simulations allow us to map out not just averages, but tails: rare but serious outcomes in pregnancy that would otherwise be obscured. Better risk stratification may improve both counseling & interventions. 🌐 #SimulationScience #Obstetrics #PatientSafety

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 11

What if we could predict adverse fetal risks more accurately by running thousands of “what‑if” scenarios? Monte Carlo methods let clinicians explore uncertainty in always‑changing prenatal contexts. 🤔✨ #doctorswhocode #MaternalFetalMedicine #Research

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 11

Using probabilistic modeling to assess how variations (like maternal physiology, gestational age) affect fetal outcomes can guide better decision‑making in prenatal care. 📊 #ComputationalMedicine #PrenatalCare #MaternalHealth

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Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Sep 11

Monte Carlo simulations can help quantify clinical uncertainty in maternal‑fetal medicine by modeling distributions of risk & outcomes across many simulated pregnancies. 🔬👶 #MaternalFetalMedicine #Simulations #ClinicalUncertainty

doctorswhocode.blog/monte-carlo-...

Monte Carlo Simulations in Maternal-Fetal Medicine: A Computational Approach to Clinical Uncertainty – Doctors Who Code

doctorswhocode.blog

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Aug 22

📖 Education meets accessibility: My presentation on ECV is now live & shareable online thanks to #GitHubPages 🌐✨
Helping bridge the gap for patients & doctors with open resources.
🔗 chukwumaonyeije.github.io/ecv-presenta...

#OBGYN #DigitalEducation #HealthTech

External Cephalic Version - Interactive Presentation

chukwumaonyeije.github.io

Chukwuma Onyeije, MD @chukwumaonyeije.bsky.social · Aug 22

💡 From PowerPoint to the cloud: I’ve published my ECV presentation online using #GitHubPages.
This makes it easy to share knowledge with patients & colleagues 👩🏽‍⚕️👨🏿‍⚕️
Check it out here ➡️ chukwumaonyeije.github.io/ecv-presenta...

#MaternalHealth #MedTwitter #AIinMedicine

External Cephalic Version - Interactive Presentation

chukwumaonyeije.github.io