Doctors Who Code

By Dr. Chukwuma Onyeije | Maternal–Fetal MedicineFounder, CodeCraftMD and Doctors Who Code Introduction: The Note Is Vanishing Before Our Eyes For over a century, the medical note has been the primary artifact of clinical reasoning. It is the record, the legal document, the billable asset, the clinician’s cognitive trail. But in the last five years, […]

A Hands-On Guide to Building an AI-Powered Clinical Workflow With Ambient Transcription, EvidenceMD, and CodeCraftMD 📋 Table of Contents 🚀 The Complete AI-Enhanced Clinical Pipeline Ambient → EvidenceMD → CodeCraftMD → EMR Integration By Dr. Chukwuma Onyeije, MFM Specialist & Founder, Doctors Who Code 🎯 Introduction: Why Clinicians Need an AI Workflow, Not Another Search […]

Why clinical intuition still matters in the age of AI medicine Author: Dr. Chukwuma OnyeijePublished: November 2025Reading Time: 6 minutesTags: #ClinicalIntuition #AIinMedicine #HealthcareTechnology #MedicalDecisionMaking #DigitalHealth Meta Description When algorithms and clinical intuition clash, who do you trust? A physician-programmer shares the moment data pointed one way—and instinct saved a life. Discover why medicine can’t be […]

In their NEJM AI editorial, Gallifant and Bitterman remind us that only 40% of a physician’s shift is spent in direct patient contact. The rest — the invisible 60% — disappears into bureaucracy, fragmented data, coordination loops, and the friction of misaligned incentives. For those of us building or coding in medicine, that statistic should […]

Progress by Abstraction series for Doctors Who Code Part 3 The Next Abstraction in Healthcare “At the highest level of abstraction are visual and audio interfaces… the demarcation between technical and non-technical professionals is breaking down.” — Sean McClure, Discovered Not Designed 🌍 The Rise of Invisible Interfaces There was a time when the frontier […]

Progress by Abstraction series for Doctors Who Code Part 2 How Abstraction Shapes Clinical Reasoning and AI in Healthcare “Each generation begins not from zero, but from the highest abstraction level achieved by the previous one.” — Sean McClure, Discovered Not Designed ⚙️ The Evolution of Code — From Binary to Meaning In the beginning, […]

Progress by Abstraction series for Doctors Who Code. Part 1: “Human ingenuity is bootstrapped.” — Sean McClure, Discovered Not Designed Modern medicine and modern technology share a common secret: neither advances because people get smarter. We advance because we build smarter layers — scaffolds that make the next leap possible. This is the story of […]

Introducing a New Series on lightslategray-turtle-256743.hostingersite.com 🌍 Discovering a New Lens on Human Progress Every so often, a book reshapes how you see not just technology — but the human story itself.For me, Sean McClure’s Discovered, Not Designed has done exactly that. McClure is a systems thinker and technologist who argues that our greatest advancements […]

IntroductionWhen clinicians hear about artificial intelligence, we often jump straight to buzzwords like “deep learning” or “neural networks.” But behind every powerful AI tool — from imaging diagnostics to predictive models in obstetrics — lies simple math. In Why Machines Learn, Anil Ananthaswamy begins by highlighting scalars and vectors as the foundation of machine learning. […]

Data-Driven Pregnancies: Continuous Glucose Monitoring and the Revolution in Diabetes Care By Chukwuma Onyeije, MD, FACOG For medical professionals exploring how technology can transform patient outcomes, the management of diabetes in pregnancy (DIP)—whether Type 1 Diabetes (T1D), Type 2 Diabetes (T2D), or Gestational Diabetes Mellitus (GDM)—is a powerful case study. The stakes could not be […]

Reflections from reading Anil Ananthaswamy’s Why Machines Learn Deep Dive Podcast: 📖 Introduction I’ve recently started reading Why Machines Learn by Anil Ananthaswamy, a book that traces the elegant mathematics behind modern artificial intelligence. As I work through the chapters, I want to practice “reading in public” — sharing insights while the ideas are still […]

“AI said it was fine, then a human died.” That’s the headline that sticks — dramatic, chilling, and meant to slam the brakes on any optimism about AI in medicine. But here’s the truth: fear-driven narratives, while gripping, obscure the very real progress AI is already making in healthcare. At Doctors Who Code, we live […]

Transforming clinical variability into actionable probabilities for evidence-based maternal-fetal care Introduction: Harnessing Uncertainty in Medicine Precision is the aspiration of medicine, yet uncertainty shapes every decision. In maternal-fetal medicine (MFM), this uncertainty compounds—we are caring for two patients at once, with overlapping but not identical risks. Should we induce at 37 weeks to protect the […]

Abstract Objective: To explore the lived experiences of clinicians and patients navigating artificial intelligence integration in maternal-fetal medicine through narrative analysis. Design: Composite narrative study drawing on clinical experience, literature review, and case analysis. Setting: Academic maternal-fetal medicine practice implementing machine learning risk assessment tools. Participants: Composite characters representing maternal-fetal medicine specialists, patients, and physician-developers. […]

Artificial intelligence is no longer just a buzzword in healthcare—it is becoming a real, measurable force in medical education and clinical decision-making. The PERFORM Study, recently published in Mayo Clinic Proceedings: Digital Health, takes this conversation to the next level by directly comparing AI large language models (LLMs) with human OB-GYN residents across standardized clinical […]

https://gemini.google.com/share/83cef3e83524 In this installment of Doctors Who Code, “The Marvelous Mind of Johnny von Neumann,” the series delves into the life and legacy of John von Neumann (1903–1957), illuminating how his prodigious intellect and cross-disciplinary brilliance underpinned the emergence of what we today recognize as artificial intelligence. 1. A Polymath of Unparalleled Reach John von Neumann was […]

“The best time to innovate is before everyone else catches up.” At Atlanta Perinatal Associates, we’ve taken that message to heart—and to code. DEEPER DIVE PODCAST: 🔍 Why This Matters Now The era of fingerstick glucose monitoring in pregnancy may soon be a relic of the past. Thanks to a game-changing policy update, Medicaid now […]

Deep Dive Podcast: Introduction Imagine transforming your patient consultations into polished, informative presentations with minimal effort. In the fast-paced world of medicine, efficiency and clear communication are crucial. By leveraging cutting-edge technology, you can streamline your practice, improve patient care, and save time. Let’s explore how you can turn every patient visit into a valuable […]

A response to “Connecting with Fetus: The Use of App-Based Fetal Movement Counting and Experiences During Pregnancy and Birth” (2025) Deep Dive Podcast: Introduction As physicians who code, we stand at a unique intersection of clinical practice and technological innovation. A recent study published in Midwifery (2025) on app-based fetal movement counting offers compelling insights […]

DEEP DIVE PODCAST: How Deep Learning is Turning Routine Eye Exams into Life-Saving Screens Imagine walking into a clinic for a routine prenatal check-up. Instead of just the usual measurements, you have a simple photograph taken of the back of your eye. Minutes later, you get a powerful glimpse into your pregnancy’s future, potentially identifying […]

By Chukwuma I. Onyeije, MD Introduction: The Preeclampsia Challenge and the Promise of AI Every 7 minutes, a woman dies from complications of pregnancy and childbirth-related hypertensive disorders. Preeclampsia alone affects 5-8% of all pregnancies globally, contributing to over 70,000 maternal deaths and 500,000 fetal and neonatal deaths annually. Behind these statistics are real women, […]

DEEP DIVE PODCAST The Scalpel and the Algorithm – A New Era for Physicians In today’s data-driven healthcare landscape, physicians who understand both medicine and code are becoming the new pioneers of patient care. Imagine diagnosing complex diseases with AI algorithms you’ve personally fine-tuned to your clinical practice, or building the next breakthrough medical app […]

A Critical Reassessment of “Consecutive Prediction of Adverse Maternal Outcomes of Preeclampsia Using PIERS-ML and fullPIERS models” Deep Dive Podcast: The Promise of Prediction in Maternal Care Imagine being able to predict which pregnant patients are on the brink of severe complications with data-backed precision. That’s the holy grail in maternal-fetal medicine. Models like fullPIERS […]

An analysis of: Gestational Blood Pressure Trajectories and 5-Year Postpartum Hypertension Risk in the MADRES Study Deep Dive Podcast: Why It Matters Cardiovascular disease remains the leading cause of maternal morbidity in the United States. As clinicians, we rely on blood pressure thresholds and diagnostic criteria to identify at-risk patients — but what if your […]

Deep Dive Podcast: Introduction: The High Stakes of Maternal Care Every seven minutes in the United States, a woman is diagnosed with preeclampsia—a pregnancy complication that remains one of the leading causes of maternal and fetal morbidity worldwide. Despite advances in obstetric care, the ability to accurately predict which patients will develop severe complications has […]

By Dr. Chukwuma Onyeije – Doctors Who Code DEEP DIVE PODCAST: The days of guesswork in fetal monitoring may soon be behind us. Deep learning algorithms are now outperforming experienced obstetricians in predicting life-threatening conditions during childbirth—and the implications for maternal and infant health are profound. The Hidden Crisis in Labor and Delivery Units Every […]

Deep Dive Podcast: Transform Your Medical Practice in 2025: The AI Revolution for Coding Doctors “I was skeptical at first, but this AI system saved my practice. I’m saving 20+ hours per week and catching rare diagnoses I might have missed,”says a leading oncologist at a major West Coast medical center. “My patients are getting […]

Deep Dive Podcast: In a groundbreaking development that signals a new era in healthcare, artificial intelligence has achieved what many thought impossible: performing at the level of resident physicians on medical board examinations. A landmark study published in NEJM AI has demonstrated that GPT-4, the latest large language model from OpenAI, can match—and sometimes exceed—the […]

Navigating Jevons’ Paradox in Healthcare Technology: When Efficiency Fuels Demand A blog post by Chukwuma Onyeije, MD of Doctors Who CodeMeta Description: Explore how Jevons’ Paradox impacts healthcare innovation, why AI-driven efficiency can spike resource use, and strategies for sustainable tech adoption. Ideal for doctors who code and healthcare technologists. Deep Dive Podcast: Jevons’ Paradox in […]

Meta Description:Discover how containerization is transforming medical imaging for busy clinicians who code. Learn how Docker and Singularity can enhance reproducibility, security, and scalability in your practice. DEEP DIVE PODCAST: Table of Contents 1. Introduction Today’s physicians face a dual challenge: providing top-tier patient care while navigating rapid technological change. Nowhere is this more evident […]

Meta Description Explore how AI revolutionizes hypertension care in pregnancy. From risk prediction to personalized treatment, learn how doctors can leverage technology. Introduction In our first post, we explored how telehealth is bridging gaps in care for hypertension during pregnancy. But telehealth is only one piece of the puzzle. Artificial intelligence (AI) offers unprecedented opportunities […]

Meta Description Discover how telehealth and AI revolutionize care for hypertension during pregnancy. Learn the latest strategies to improve maternal health outcomes. Introduction Hypertension in pregnancy is one of the leading causes of complications, affecting up to 8% of pregnancies globally. Traditional in-office follow-ups for blood pressure monitoring are often missed, leaving a significant gap […]

Artificial Intelligence (AI) has become a transformative force, and among its many facets, generative AI stands out as a game-changer for professionals across fields. Physicians, often strapped for time and resources, can benefit immensely from understanding and leveraging this technology. In an 18-minute overview, Henrik Kniberg dives deep into the workings, applications, and implications of […]

The first YouTube transcript features a discussion between a cardiologist and an interviewer about the potential of artificial intelligence (AI) to improve healthcare. The conversation highlights AI’s role in improving diagnostic accuracy and efficiency, while also addressing concerns about dehumanization, data privacy, and health inequities. The second transcript covers a webinar discussing AI’s transformative impact […]

Here is a Deep Dive on This Topic Table of Contents Introduction The intersection of artificial intelligence and healthcare represents one of the most promising frontiers in modern medicine. For physicians interested in coding, the ability to leverage AI tools and technologies opens up unprecedented opportunities for improving patient care, streamlining clinical workflows, and advancing […]

C. Onyeije, MD

Introduction Here is a Deep Dive into this topic. Every year, countless families face the heartbreak of preterm birth, with preterm premature rupture of membranes (PPROM) playing a significant role. Imagine if cutting-edge technology and natural remedies like probiotics could come together to rewrite this story. This isn’t science fiction; it’s a growing possibility. Recent […]

CLICK ABOVE TO REVIEW: The guide “Streamline Your Workload: The Clinician’s Guide to Effortless Document Summarization” addresses the growing challenge of information overload in healthcare and offers practical solutions to improve efficiency and patient care. By emphasizing relevance, clarity, and structure, clinicians can distill critical information from overwhelming data. Tools like the SOAP method, color-coded […]

Introduction Imagine this: a cyberattack exposes the personal and medical information of millions of patients, leaving them vulnerable to identity theft and financial fraud. This isn’t a scene from a dystopian novel; it’s a grim reality. From the Anthem Inc. data breach affecting 80 million individuals to the WannaCry ransomware attack disrupting global healthcare services, […]

In today’s digital healthcare landscape, where medical professionals increasingly straddle the worlds of clinical practice and technology, understanding the intersection of social media and coding has become crucial. As doctors who code, we’ve discovered that the humble “#” symbol carries far more weight than most realize – it’s a digital Swiss Army knife that’s transforming […]

Meta Description:Discover how Placentavision AI transforms maternal healthcare using smartphone-based placental imaging. Learn how this breakthrough technology saves lives globally. Read more now. Table of Contents A Picture That Saves Lives: The Story of Placentavision AI Imagine this: A mother gives birth in a remote village where access to specialized medical care is scarce. Minutes […]

“Connecting the Dots”: How Network Science Can Revolutionize Patient Care Imagine this: Every prescription, diagnostic scan, or patient encounter you document contributes to a larger, invisible web of data—one with the power to transform how we care for patients. Are you using it wisely? Milan Yanisa’s Connecting the Dots reveals how data, networks, and algorithms […]

Imagine entering your clinic and being greeted by a flood of patient records, lab reports, and journal articles, each demanding your immediate attention. The sheer volume of information is daunting, and time is your most precious resource. How can you keep up without sacrificing accuracy or patient care? This is where document summarization steps in—a […]

Alleviating Physician Burnout and Elevating Patient Care through Ambient Scribe Technology Abstract: Physician burnout, fueled by the escalating burden of clinical documentation, has reached alarming levels. This article explores ambient scribe technology, an AI-powered solution poised to revolutionize healthcare documentation by automating clinical note creation. We examine its mechanisms, benefits, leading solutions, implementation challenges, and […]

Demystifying Quantum Computing: Unlocking New Frontiers in Healthcare and Medicine Imagine a world where new life-saving drugs are discovered in days instead of decades. Where doctors can predict exactly how your body will react to a treatment before you take it. Where cancer can be detected so early that treatment becomes dramatically more effective. This […]

Meta Description Discover how AI in obstetric ultrasound is reshaping prenatal care by improving diagnostic accuracy and access to care. Learn about its benefits and future potential. Introduction: Why AI in Obstetric Ultrasound Matters Artificial intelligence (AI) is not just a technological buzzword; it is a powerful tool reshaping the future of healthcare. Nowhere is […]

How AI is Enhancing Precision and Accessibility in Prenatal Ultrasound In recent years, artificial intelligence (AI) has leaped from science fiction into real-world applications, revolutionizing industries from finance to transportation. One area where AI is making profound strides is in healthcare, particularly in medical imaging. Among the most exciting advancements is AI-powered ultrasound, a transformative […]

Bridging Medicine and Technology: Harnessing AI to Revolutionize Healthcare In today’s rapidly evolving world, the fusion of artificial intelligence (AI) and healthcare is reshaping the way we diagnose, treat, and care for patients. As both a physician and a programmer, I have witnessed firsthand the transformative power of AI at the intersection of medicine and […]

Revolutionizing Maternal-Fetal Health: The Past, Present, and Future of AI in Obstetrics Artificial intelligence (AI) is revolutionizing obstetric care, empowering healthcare providers to deliver precise, timely, and personalized interventions for maternal-fetal health. From early fetal monitoring innovations to the cutting-edge tools of today, AI’s trajectory in obstetrics demonstrates its potential to transform maternal care globally. […]

Discover how physicians can harness web frameworks and APIs to improve patient care, streamline practice operations, and drive healthcare innovation. Start building custom tools today. Table of Contents Introduction to Web Frameworks & APIs in Healthcare The demands of modern healthcare require cutting-edge technological solutions. Web frameworks and APIs (Application Programming Interfaces) are essential tools […]

Meta Description: Learn how Python programming can revolutionize your medical practice. From patient data analysis to AI diagnostics, discover practical applications for physicians. Start today! Table of Contents Why Learn Python in Healthcare? Healthcare technology is rapidly evolving, and Python programming has emerged as a crucial tool for modern medical practice. As a physician, mastering […]

Understanding the Critical Challenge of Preeclampsia Preeclampsia represents one of the most significant challenges in maternal healthcare, affecting between 2-8% of pregnancies globally and contributing to approximately 14% of maternal deaths worldwide (WHO, 2023). This pregnancy-specific syndrome, characterized by new-onset hypertension and organ dysfunction, poses substantial risks to both mother and fetus, including severe complications […]

A New Era for Uterine Activity Monitoring Introduction Home Uterine Activity Monitoring (HUAM) emerged in the 1990s as a promising innovation for detecting preterm labor in high-risk pregnancies. While initial implementation faced significant challenges, recent advances in artificial intelligence (AI) and wearable technology are breathing new life into this concept. This article explores how modern […]

Harnessing the Power of Innovation and Collaboration to Improve Maternal Health Worldwide Maternal health is a cornerstone of public health, yet it remains a challenge in many parts of the world. As a maternal-fetal medicine specialist, I’ve seen firsthand how innovation and community-driven solutions can create a meaningful impact in addressing complex maternal health issues. […]

Unlocking the Potential of Artificial Intelligence for Safer and More Personalized Pregnancies Artificial intelligence (AI) is transforming maternal-fetal medicine (MFM), offering groundbreaking solutions to enhance prenatal care. From analyzing fetal ultrasounds with precision to predicting pregnancy complications early, AI is empowering healthcare providers and improving outcomes for mothers and babies alike. How AI is Enhancing […]

Unlocking the Power of Patient Data In today’s rapidly evolving healthcare landscape, the ability to code is becoming increasingly valuable for physicians. As healthcare becomes more data-driven, doctors with coding skills can effectively transform vast amounts of patient data into actionable insights. For instance, basic trend analysis through scripting can aid in detecting early warning […]

What is Langchain? Langchain is an innovative tool designed for developers looking to harness the power of advanced AI systems, particularly large language models (LLMs) like ChatGPT. By bridging the gap between artificial intelligence and specific user data, Langchain paves the way for building smarter applications capable of processing and generating meaningful text. These capabilities […]

The concept of Digital Twins is transforming healthcare by creating a revolutionary pathway toward personalized and precision medicine. For physicians intrigued by cutting-edge technologies, the use of digital twins in metabolic health offers an exciting frontier. Let’s delve into the impact of this innovation, with a particular focus on Twin Health’s Whole Body Digital Twin™ […]

Understanding the Intersection of Medicine and Technology In today’s rapidly evolving healthcare landscape, the convergence of medicine, technology, and coding is more critical than ever. As a maternal-fetal medicine specialist, I, Dr. Chukwuma Onyeije, have witnessed firsthand the transformative potential that artificial intelligence (AI) and natural language processing (NLP) are bringing to our field. These […]

The Intersection of Medicine and Technology In the rapidly evolving landscape of healthcare, the integration of technology has become undeniably pivotal. As a maternal-fetal medicine specialist, I, Dr. Chukwuma Onyeije, have recognized how the convergence of medicine and technology holds vast potential for transforming patient care. This blog spotlights the intersection of artificial intelligence (AI), […]