Andrew Beam

Andrew Beam, PhD

Assistant Professor of Epidemiology, Harvard T.H. Chan School of Public Health
Assistant Professor of Biomedical Informatics, Harvard Medical School (Secondary)

Andrew Beam is an assistant professor in the Department of Epidemiology at the Harvard T.H. Chan School of Public Health, with secondary appointments in the Department of Biomedical Informatics at Harvard Medical School and the Department of Newborn Medicine at Brigham and Women’s Hospital. His research develops and applies machine-learning methods to extract meaningful insights from clinical and biological datasets, and he is the recipient of a Pioneer Award from the Robert Wood Johnson Foundation for his work on medical artificial intelligence.

Previously he was a Senior Fellow at Flagship Pioneering and the founding head of machine learning at Generate Biosciences, Inc., a Flagship-backed venture that seeks to use machine learning to improve our ability to engineer proteins.

He earned his PhD in 2014 from N.C. State University for work on Bayesian neural networks, and he holds degrees in computer science (BS), computer engineering (BS), electrical engineering (BS), and statistics (MS), also from N.C. State. He completed a postdoctoral fellowship in Biomedical Informatics at Harvard Medical School and then served as a junior faculty member.

Beam’s group is principally concerned with improving, stream-lining, and automating decision-making in healthcare through the use of quantitative, data-driven methods. He does this through rigorous methodological research coupled with deep partnerships with physicians and other members of the healthcare workforce. As part of this vision, he works to see these ideas translated into decision-making tools that doctors can use to better care for their patients.

Learning Contextual Hierarchical Structure of Medical Concepts with Poincairé Embeddings to Clarify Phenotypes.
Authors: Beaulieu-Jones BK, Kohane IS, Beam AL.
Pac Symp Biocomput
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Concordance between gene expression in peripheral whole blood and colonic tissue in children with inflammatory bowel disease.
Authors: Palmer NP, Silvester JA, Lee JJ, Beam AL, Fried I, Valtchinov VI, Rahimov F, Kong SW, Ghodoussipour S, Hood HC, Bousvaros A, Grand RJ, Kunkel LM, Kohane IS.
PLoS One
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Medical journals should embrace preprints to address the reproducibility crisis.
Authors: Oakden-Rayner L, Beam AL, Palmer LJ.
Int J Epidemiol
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Artificial intelligence in healthcare.
Authors: Yu KH, Beam AL, Kohane IS.
Nat Biomed Eng
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Development of an Algorithm to Identify Patients with Physician-Documented Insomnia.
Authors: Kartoun U, Aggarwal R, Beam AL, Pai JK, Chatterjee AK, Fitzgerald TP, Kohane IS, Shaw SY.
Sci Rep
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Big Data and Machine Learning in Health Care.
Authors: Beam AL, Kohane IS.
JAMA
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Auditory brainstem response in infants and children with autism spectrum disorder: A meta-analysis of wave V.
Authors: Miron O, Beam AL, Kohane IS.
Autism Res
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Postsurgical prescriptions for opioid naive patients and association with overdose and misuse: retrospective cohort study.
Authors: Brat GA, Agniel D, Beam A, Yorkgitis B, Bicket M, Homer M, Fox KP, Knecht DB, McMahill-Walraven CN, Palmer N, Kohane I.
BMJ
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Association of Sex With Recurrence of Autism Spectrum Disorder Among Siblings.
Authors: Palmer N, Beam A, Agniel D, Eran A, Manrai A, Spettell C, Steinberg G, Mandl K, Fox K, Nelson SF, Kohane I.
JAMA Pediatr
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Utilization, Cost, and Outcome of Branded vs Compounded 17-Alpha Hydroxyprogesterone Caproate in Prevention of Preterm Birth.
Authors: Fried I, Beam AL, Kohane IS, Palmer NP.
JAMA Intern Med
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