Can AI's 'All-Purpose Predicting Engines' Save Healthcare? Or End Doctors?😱🤖

This video explores how large language models trained on massive amounts of healthcare data can enable AI systems to assist physicians in complex medical decision making.🏥 In this video, we will discuss an intriguing research paper that investigates the idea of versatile prediction engines within large-scale language models used in health systems. The advancements in artificial intelligence and expansive language models have transformed the ability to predict outcomes by analyzing both organized and unstructured clinical data.
Gain insights into the training, fine-tuning, and practical integration of these models into healthcare processes. Explore the potential effects on hospital operations, mortality predictions, rates of readmission, and handling of insurance claims.
Join the discussion to uncover the opportunities and obstacles associated with utilizing language models in the healthcare sector.
Grab the article here: www.nature.com/articles/s4158...
TIMESTAPMS
00:00 Introduction
00:18 What Are All Purpose Prediction Engines?
01:01 The Potential of Clinical Predictive Models
02:59 Medical Language (NYUTron)
03:05 Insights from Five Crucial Healthcare Tasks
05:36 NYUTron's Performance and Future Potential
06:12 Challenges in Medical Predictive Algorithms
07:23 Leveraging LLMs for Last-Mile Medical Predictive Analytics
07:51 Overview of LLM Based Approach for Clinical Prediction
09:03 Insights from a Massive Clinical Notes Dataset
09:24 Over All Performance of Five Tasks
09:30 Retrospective study of readmission
10:36 Overall temporal test performance across five task
11:25 Addressing Bias in Research
12:56 Tailored Language Models: Departing from the Norm
13:18 Compute Intensive Pretraining and Fine-Tuning of Language Models
13:50 Clinical Impact of NYUTron: Trials, Interventions, and User Feedback
14:15 Efficacy of NYUTron in Predicting 30-Day Readmission
14:30 Conclusion
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👨‍🎓ABOUT JUNAID KALIA MD
I am a HealthTech expert who believes that technology, especially AI, can enhance human lives by saving lives and preserving limbs. I am a Founders' Founder who shares his journey of founder highs and lows to help others learn. As an Angel Investor, I invest in early-stage startups.
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