
KPJMD
@kj
Orthopedic Surgeon Sports Medicine
Joint longevity / Injury prevention /Recovery science.
AI, wearables & movement data in modern orthopedics
OrthoIQ.vercel.app
Finished some additional work on OrthoIQ platform over the weekend. Sharing some more screenshots. 👇
Shown here a patella pain consult: Mid-consultation, the Research Agent pulls live PubMed citations relevant to your case (work in progress).
No potential for hallucinated references though. Actual indexed literat...



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This is what a multidisciplinary AI consult on the platform actually looks like.
Five specialists. Independent assessments. Per-agent confidence indicators.
Not a chatbot response. A structured brief.
[High/Medium/Low confidence bands]
OrthoIQ. orthoiq.io


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OrthoIQ is work in progress and
here are the latest updates.
I’ve posted some recently about limitations in AI healthcare.
One voice. No accountability. No outcomes tracking. I’ve been slowly working on building an answer, hopefully. ➡️ OrthoIQ.
I’ve noticed as a practicing orthopedic surgeon, the ever-increasing ...

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One of the most frustrating things about AI health tools right now:
Who is tracking whether they actually work? With an increasing number of users turning to LLMs for health questions there is no real follow up.
There is the thumbs up 👍/down 👎 a user can click after a ChatGPT response but… not sure what that gets...

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Prediction markets force participants to put stakes on outcomes. The result is that bad forecasters lose and good ones win. Over time, the system gets more accurate because accuracy is incentivized.
Prediction markets in finance. ✅
Prediction markets in sports. ✅
What would it look like if AI medical agents had to be...
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The problem with AI medical advice isn't accuracy. It’s already pretty impressive. It's accountability. A model that can't be wrong has no reason to get better.
People are using ChatGPT instead of going to the doctor. Not just for minor stuff but for chronic pain and pre/post-surgical questions…
People need in...
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Lindsey Vonn has 3rd surgery on her leg and post pic of external fixation (pins and bars) that appears to extend above and below her knee. Reports of “complex” tibia fracture.
As a surgeon I can tell you this is only performed for high energy fractures with significant soft tissue injury in addition to the bone inju...
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