The American journal of medicine
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The field of Calculated Medicine has grown substantially over the last 7 decades. Comprised of objective, evidence-based medical decision tools, Calculated Medicine has broad application in medical practice, medical research, and health care management. This article reviews the history and varied methodologies of Calculated Medicine, starting with the 1953 Apgar score and concluding with a look into modern computational tools of the field: machine learning, natural language processing, artificial intelligence, and in silico research techniques. ⋯ Using natural language processing, we examine and analyze this burgeoning database. Lastly, we examine an important new direction of Calculated Medicine: self-reflection on its potential effect on racial and ethnic disparities in health care. Our field is making great strides promoting health care egality, and some of the most prominent contributions will be reviewed.
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Primary care in the United States is undergoing bursts of evolution in response to health system stresses, changing demographics, and expansion of risk and value-based reimbursement structures. The impact of primary care remains substantive and associated with improved population health. ⋯ Evolutionary bursts yield new traits and in primary care, they are spawning new care models with significant implications for general internal medicine, internal medicine/pediatrics trained individuals and medicine subspecialties given the focus of these models on Medicare Advantage. Ultimately, changes in reimbursement and creative incentives will be two factors among many that will solidify the next stage of primary care in the United States.
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Many patients diagnosed with COVID-19 have persistent cardiovascular symptoms but whether this represents a true cardiac process is unclear. This study assessed whether symptoms associated with long COVID among patients referred for cardiovascular evaluation are associated with objective abnormalities on cardiac testing to explain their clinical presentation. ⋯ This pragmatic retrospective cohort study suggests that patients with long COVID referred for cardiovascular evaluation infrequently have new, objective cardiovascular disease to explain their clinical presentation. A multidisciplinary, patient-centered approach is warranted for symptom management along with conservative use of diagnostic testing.