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The pharmaceutical supply chain is incredibly complex: From sourcing and supplying materials to manufacturing and distribution of incredibly sensitive products that could be rendered inactive without the right environmental conditions. This complexity – and the dependence of governments and populations on the pharmaceutical industry’s life-saving products – are why pharma supply chains are so important. …
In late 2022 Clifford Stermer posted a video on TikTok. The short clip showed the rheumatologist typing a prompt into OpenAI’s ChatGPT. The program then wrote a fully formatted letter to a medical insurance company, complete with treatment explanations, references, and a request for approval for a specific procedure on a specific patient. The video went viral…
AI and machine learning (ML) systems are gaining more traction among large enterprises by the day. And it’s not hard to see why: ML models help organizations scale and improve various tasks, from medical device manufacturing to predicting Leukemia relapses. Other AI models, such as diffusion and generative models, can generate synthetic voices, videos, or images. The latest emerging…
It’s well-known that machine learning models are good at detecting patterns, making decisions, and making other discriminative decisions based on previously learned training data. But a newer type of machine learning (ML) model is being used to tackle a growing range of use cases. We’re talking about generative models. Generative models differ from discriminative models, which…
It has been said on a few occasions that the English language is essentially a long-tail dataset: A grouping of data with one section of dominant data points and another section of fewer, and ever-lessening, data points. The image below shows a typical long-tail graph, with the green section representing the dominant data points and…
Machine learning (ML) technologies have become key tools in the performance and administration of medical devices, including the production of clinical evaluation reports (CERs) manufacturers must regularly submit to stay compliant. Device manufacturers also use ML capabilities to add powerful features and introduce new service models to capture recurring revenue streams and strengthen relationships with clients. The introduction…
Every three minutes, one person in the U.S. is diagnosed with leukemia or a similar blood cancer. And every nine minutes, someone in the U.S. dies from these diseases. Indeed, leukemia and related conditions are devastatingly common, even in countries with advanced medical systems. The diseases comprised around 10 percent of new cancer cases in…
The concept of prosthetic limbs has existed for thousands of years, with the earliest known prosthesis – a big toe – found in Egypt and dated to almost 1000 BCE. More recent history has seen the rapid development of different prostheses, including robot-powered limbs outfitted with dozens of sensors that gather real-time data about positioning, angle, and force exerted.…
The act of triage is a foundational piece of modern medicine dating back to the Holy Roman Empire. During the Napoleonic Wars, French military doctor Dominique Jean Larrey developed modern triage techniques combined with a newfound emphasis on sanitation when dealing with battlefield injuries. A few hundred years later, triage is now a vital function for…
Diabetes is one of the most potentially devastating ailments in existence, yet one of the most common: According to the American Diabetes Association (ADA), nearly 40 million Americans (or more than 10 percent of the population) had diabetes in 2019. According to the ADA, it’s a number that rises 1.4 million every year. Things aren’t…
