Chisom Rutherford (@rutherfordml) header
Chisom Rutherford (@rutherfordml) profile picture

Stethoscope & Algorithms. Medical AI Engineer. Building https://xitter.gq/t.co/eShNnX3MIp.

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Joined April 2022
Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)Photo by Chisom Rutherford (@rutherfordml)
This is now available. It's the most comprehensive collection of Nigerian treatment guidelines and covers 270 medical conditions. Can be used to build RAG pipelines or to validate your health AI application. You can access it here:
I now have about 270 medical conditions cleaned and clinicaly validated based on the Nigerian Standard Treatment Guidelines. I believe they can be used for benchmarking, model fine-tuning, etc. Will be making it publicly available soon.
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One example does not constitute a benchmark.
Claude Fable 5.2 can read a CT better than most radiologists! We gave it a kidney cancer that looks exactly like a cyst. Our old model fell for it: "simple cyst, high confidence." Fable: "Not a simple cyst. Most suspicious for RCC." It was right. 10 cm clear-cell RCC. Now in Aperture 👇
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Chisom Rutherford retweeted
PSA: creating wonderful products still requires extraordinary amounts of human focus, effort, motivation, and love. And an attention span.
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Chisom Rutherford retweeted
You can actually do a lot with the AwaDoc App. Everything healthcare. Hurry now to Google Play Store or App store to download. awadoc.com/app
AwaDoc connects you to the right care.
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Chisom Rutherford retweeted
Two of the most important opportunities for medical AI: 1. Give the gift of time to clinicians, to promote the patient-doctor relationship 2. Improve accuracy of diagnosis and treatments Both are helped by this type of work
Excited for the launch of Gemini for Healthcare! We’re extending the Gemini agent with specialized healthcare skills and connectors to Epic, Optum, and more, built to support HIPAA compliance. Instead of spending hours piecing together fragmented records and policies, care teams can offload the admin burden and get time back for what matters most: patient care.
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A doctor practicing in a teaching hospotal does not have the same resources available as one in a private clinic or PHC. You can now customize the type of response you get based on where you practice.
You can now customize the responses you get based on the care setting where you practice and what's available.
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Chisom Rutherford retweeted
Introducing Claude Fable 5.2 and Claude Mythos 5.2, designed to tackle the most daunting technical challenges. They’re capable collaborators on ambitious projects in many fields, and show improvements in areas like coding, reasoning, and vision.
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New week. New patients. New questions.
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When you fall sick at home in Nigeria, your only options shouldn’t be a 5-hour hospital queue or self-medicating at a local chemist with no medical training. 🇳🇬 For months, @evidencechecked, @Doctware @KunnujiC and I have been building @docarion_hq to get you in front of a licensed doctor in under 10 minutes: ⏱️ 1 min: Set up your account once for life 💬 4 mins: Quick AI symptom check-in (English, Pidgin, Hausa, Yoruba, Igbo) 👨‍⚕️ < 5 mins: Consult a real doctor & get your prescription across 200,000+ care points We’re representing in the @CerebralValley × @AIatMeta Global AI Hackathon (with @basetenco & @modal_labs)! Every ❤️, Repost & comment helps us bring this home 👇🚀
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Surprisingly true. It's amazing how many products have no evaluation framework at all.
Replying to @rutherfordml
Agreed, and the evaluation half is where most products are thinnest. A workflow design can be reviewed on paper. An eval has to keep running after deployment, on real cases, with failures routed back to a named clinician who can act on them.
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As a doctor, the moat is no longer in building, as AI agents can build anything these days. The moat is in designing the workflows and evaluating them properly.
Evals are the most important part of any clinical AI product I'm working on. This is a view of the eval metrics for Housejob app, with a combination of AI-as-a-judge and human clinician review.
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Evals are the most important part of any clinical AI product I'm working on. This is a view of the eval metrics for Housejob app, with a combination of AI-as-a-judge and human clinician review.
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Most medical students face one major challenge. There’s a mountain of topics to cover, lots of facts to remember, exams that are always around the corner and yet, not enough time to prepare efficiently. teachmemedicine.app has come to bridge that gap. Imagine an app that helps you study not just longer, but smarter. With it, you can read a topic either from your lecture slides or with the app’s inbuilt AI, learn it, and teach what you’ve learned. Whether you’re a 200-level student or a finalist in 600 level; whether you’re preparing for your school MB exams or USMLE prep, Teach Me Medicine helps you remember more with less struggle.
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Gemini is a much better companion to converse with than ChatGPT. Also, I hate those follow-up questions ChatGPT asks at the end of every conversation. It's almost like they prioritize engagement over quality.
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In low-resource areas there's also the infrastructure problem which makes everything else difficult.
healthcare on one level is a compute and data problem it's also a empathy/person problem. The issue is we haven't build the right incentives to solve the compute and data problem, which will unlock our resources to solve the human element
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Chisom Rutherford retweeted
𝐓𝐨𝐝𝐚𝐲, 𝐚𝐬 𝐚 𝐦𝐞𝐝𝐢𝐜𝐚𝐥 𝐝𝐨𝐜𝐭𝐨𝐫 𝐚𝐧𝐝 𝐁𝐚𝐛𝐜𝐨𝐜𝐤 𝐔𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐚𝐥𝐮𝐦𝐧𝐮𝐬, 𝐈 𝐡𝐚𝐯𝐞 𝐛𝐞𝐜𝐨𝐦𝐞 𝐭𝐡𝐞 𝐟𝐢𝐫𝐬𝐭 𝐩𝐞𝐫𝐬𝐨𝐧 𝐟𝐫𝐨𝐦 𝐭𝐡𝐞 𝐮𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲’𝐬 𝐦𝐞𝐝𝐢𝐜𝐚𝐥 𝐩𝐫𝐨𝐠𝐫𝐚𝐦𝐦𝐞 𝐭𝐨 𝐫𝐞𝐜𝐞𝐢𝐯𝐞 𝐓𝐡𝐞 𝐃𝐢𝐚𝐧𝐚 𝐀𝐰𝐚𝐫𝐝. The Diana Award was established in memory of Diana, Princess of Wales, to recognise young people creating sustained social change. Princess Diana was remembered not merely for her position, but for how she used it. She crossed social boundaries, moved towards people others overlooked and made those experiencing illness, exclusion or hardship feel seen. Her compassion was not distant. It was personal, courageous and practical. Long before I understood the significance of her example, I had already encountered those qualities in my mother. I watched her notice people. I watched her care, give and serve without needing recognition. Through her, I learnt that leadership is not primarily about occupying an important position. It is about recognising the humanity in others and using what you have to make their lives better. She was my first model of compassionate leadership. My story began in Ondo State. I did not come from a bad background, but I came from an environment that could easily have limited how far I imagined life could go. While managing a community pharmacy, I encountered people who arrived worried, confused or in pain. I saw how the right information and appropriate care could restore hope. That experience planted a conviction: Healthcare should be easier to understand, and young people should be equipped to solve the problems around them. That conviction became @eohealthhub. Through ViHLERT, we trained 415 medical students from over 30 medical schools in our first edition. In 2026, the programme attracted over 800 applicants from more than 24 universities. Through @MentorMatrix_N and Publish to Greatness, we are also creating pathways for mentorship, research, leadership development and opportunity. While studying medicine at @Babcock_Univ, I became the 11th President of the Babcock University Association of Medical Students (BUAMS) and founded its first Clinical and Scientific Conference. Today, work that began quietly has received global recognition. But this ward is not permission to relax. It is a responsibility to serve more people, strengthen the institutions we are building and continue developing practical solutions for better healthcare in Africa. To every young person who feels limited by where they started: Your beginning may describe you, but it does not have the authority to define everything you can become. Use what is in your hands. Leadership begins with usefulness, not titles. I am deeply grateful to parents, guardians, friends, nominators, mentors, teams and everyone who has carried this journey with me. Above everything else, I give all the glory to God. What looked like rejection became redirection. What began quietly has reached the world. There is more. #2026DianaAward
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Chisom Rutherford retweeted
I just uploaded a new video on my medical animation channel! This time, I explored Ebola through an engaging story, breaking down how it spreads and what it does to the human body. Please watch and learn a thing or two! youtu.be/FslutOu8pIg?si=ch8Y…
I just uploaded a new video on my medical animation channel! This time, I told the story of a little boy battling measles, explaining the disease in an engaging way. Please watch,and learn a thing or two. youtu.be/JNKoM0qpHIc
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I love how AI allows me explore my quirky side interests without having to spend hours reading a book. The other day I had a long interesting conversation with ChatGPT on how the national grid system works. Today it was about aviation safety systems.
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Chisom Rutherford retweeted
Today, I’m releasing the Nigeria legal Corpus, a cleaned and structured dataset for information retrieval, RAG, semantic search, and legal NLP. It currently covers the 1999 Constitution, Electoral Act, Criminal Code Act, and Lagos Tenancy Law. Links in cs
Nigerian legal information is spread across different documents and sources. Finding the right provision shouldn't mean searching through them one by one. So I built a curated corpus of Nigerian legal texts to make legal information more accessible through AI
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Chisom Rutherford retweeted
We are rolling out local language features in the new, upgraded DermAfricans website. Please help us confirm that our phrasing is correct by reviewing at review.dermafricans.com. Thank you!
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