By Eric Topol
AI restoring humanity to healthcare
Subject
Themes
Modern healthcare is in crisis. The United States spends more than $3.5 trillion annually, yet lags behind comparable nations in longevity, infant mortality, and maternal mortality. Approximately 12 million significant misdiagnoses occur each year, up to one-third of operations are unnecessary, and the top ten drugs by gross sales fail to help 75 percent of patients. Average clinic visits last seven minutes, nearly half of doctors experience burnout, and electronic health records designed for billing rather than care have turned physicians into data entry clerks. This is "shallow medicine," characterised by insufficient data, insufficient time, and insufficient human connection.
Modern healthcare is in crisis. The United States spends more than $3.5 trillion annually, yet lags behind comparable nations in longevity, infant mortality, and maternal mortality. Approximately 12 million significant misdiagnoses occur each year, up to one-third of operations are unnecessary, and…
Deep Medicine arrived in 2019 at a moment when artificial intelligence in healthcare was generating both extraordinary optimism and profound scepticism. Eric Topol, a cardiologist and geneticist who directs the Scripps Research Translational Institute, had already established himself as one of the…
Healthcare stands at a crossroads. The United States spends more than $3.5 trillion annually on a system that produces 12 million misdiagnoses per year, where the top ten drugs fail 75 percent of patients, and where nearly half of all physicians suffer burnout. This crisis cannot be solved by…
Artificial intelligence carries a fundamental paradox: the same systems designed to reduce human error can amplify human prejudice. Bias enters AI systems at every stage, from the data used for training to the assumptions made by the engineers who build them, to the healthcare structures that deploy…
Pattern recognition has always been the foundation of medical diagnosis. Radiologists reading scans, pathologists examining slides, and dermatologists assessing skin lesions all rely on the rapid, intuitive identification of visual patterns developed through years of training and experience. Deep…
One-size-fits-all medicine fails at nearly every level. The top ten drugs by gross sales do not work for 75 percent of patients. For every hundred people taking statins, only two or three avoid a heart attack. Universal dietary guidelines, built on flawed observational studies and corrupted by…
The application of artificial intelligence to medicine is not confined to Silicon Valley or the United States. A global race is underway, with nations positioning themselves according to their unique advantages and needs. China, India, France, the United Kingdom, and smaller nations like Estonia and…
Eric Topol, a cardiologist and researcher at Scripps Research, opens with a deeply personal account of his own medical crisis. After decades of living with osteochondritis dissecans, a rare bone condition, he undergoes a knee replacement at the age of sixty-two. His surgeon warns only of a 1 to 2…
In 1977, Dr. Arthur Moss stands at a chalkboard at Strong Memorial Hospital, teaching medical students the fundamentals of diagnosis. He writes "sixty-six-year-old male presents to the emergency room" and asks for a differential. The students guess heart attack, cancer, stroke. He adds chest pain…
Fei-Fei Li, visiting Google near the end of 2017, suggests the field may need another AI winter to cool off from the hype. Neural networks face fundamental methodological limits that are especially pronounced in medicine. Medical datasets are typically in the thousands, occasionally millions,…
Most physicians, nurses, and clinicians do not have pattern-centric practices like radiologists or pathologists. Their work involves integrating patient history, physical examination, laboratory data, and the medical literature into an assessment and plan. AI cannot straightforwardly process this…
Topol's ninety-year-old father-in-law John, a Purple Heart World War II veteran who had never been sick, collapses while sweeping his patio. Emergency tests reveal a critically low potassium level of 1.9 mEq/L. Weeks later, he vomits blood. An endoscopy reveals oesophageal varices from undiagnosed…
After his second bout with kidney stones, Topol consults a nutritionist about reducing his high urine oxalate level. Four different sources give wildly different values for the same foods depending on serving size conventions. Litholink says blueberries and kale are low in oxalate; a University of…
In the autumn of 1975, Topol enters medical school with ninety other students, most fresh out of college. Marcus Welby, M.D. is the popular television show, and medicine is a simpler world. New patient appointments last an hour. Notes are handwritten in charts. There are no electronic health…
By Eric Topol
Subject
Themes
Modern healthcare is in crisis. The United States spends more than $3.5 trillion annually, yet lags behind comparable nations in longevity, infant mortality, and maternal mortality. Approximately 12 million significant misdiagnoses occur each year, up to one-third of operations are unnecessary, and the top ten drugs by gross sales fail to help 75 percent of patients. Average clinic visits last seven minutes, nearly half of doctors experience burnout, and electronic health records designed for billing rather than care have turned physicians into data entry clerks. This is "shallow medicine," characterised by insufficient data, insufficient time, and insufficient human connection.