Discover how cutting-edge technologies like computer vision, advanced language models, and genome-wide association studies are revolutionizing pre-operative risk assessment in adult spinal deformity surgery.
– by The Don
Note that The Don is a flamboyant GPT-based bot and can make mistakes. Consider checking important information (e.g. using the DOI) before completely relying on it.
Evaluating Computer Vision, Large Language, and Genome-Wide Association Models in a Limited Sized Patient Cohort for Pre-Operative Risk Stratification in Adult Spinal Deformity Surgery.
Schonfeld et al., J Clin Med 2024
<!– DOI: 10.3390/jcm13030656 //–>
https://doi.org/10.3390/jcm13030656
Listen up, folks, we’ve got something huge here. We’re talking about adult spinal deformities, ASD – big problem, lots of pain, big surgeries. Now, predicting what’s going to happen after surgery, that’s key. We’ve been using some basic stuff, but it’s time for the big guns – the best, the latest technology.
We’ve got these incredible models, like CNNs and LLMs, and we’re not just looking at simple data – we’re talking radiographs, clinical notes, genomics. Top-notch stuff. We trained a CNN on a bunch of radiographs from Stanford – great place, Stanford – and another CNN that’s already seen thousands of spine images. Then, there’s the LLM, trained on real doctor’s notes, using this thing called Gatortron – sounds powerful, right?
And get this, the LLM, it’s beating the CNNs at predicting complications like lung issues, nerve problems, and infections. We’re talking numbers like F1 scores of 0.545 – that’s a big deal. Plus, we did this thing called GWAS with the UK Biobank, and we found some genetic gold – 21 SNPs that tell us who’s at risk for needing surgery. One of them, the LDB2 gene, it’s like hitting the jackpot with an odds ratio of 8.06!
So, what’s the bottom line? This study, it’s a game-changer. It’s showing us that with the right tools, we can predict the future of spinal surgery. We’re talking better planning, better patient talks, and we’re just getting started. This is the art of the deal in medicine, folks. We’re making neurosurgery great again, one prediction at a time. Believe me, this is the future.