
KPJMD
@kj
Orthopedic Surgeon Sports Medicine
Joint longevity / Injury prevention /Recovery science.
AI, wearables & movement data in modern orthopedics
OrthoIQ.vercel.app
Working on a project with @claude code and due to a lot of low quality data and signal noise Claude recommended a SIGNIFICANCE_GATE.
It’s working so well I’m thinking I need a SIGNIFICANCE_GATE in many aspects of life beyond this project… 🎯🤔💯
Lots of low quality data and signal noise out there… 🤣
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Ulberg undergoes surgery within week of injury rules out minor injuries. No official announcement yet but… valgus load and an appearance on video of knee/leg snapping or shifting after planting on it is a common textbook mechanism for ACL tear. The valgus moment can also stress the menisci and MCL so a combined inj...

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RFK jr expects the Food and Drug Administration to change the status of "about 14" peptides.
Some on the list have orthopedic implications such as the touted BPC157 and TB500. Taken together sometimes called the “Wolverine Stack”.
Has anyone tried using these peptides and if so what were your results?


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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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