Andrew L. Beam

1. Adversarial attacks on medical machine learning
   2019/03/21 by Samuel G. Finlayson, John D. Bowers, Joichi Ito +4 · 58 citations
   Medicine · Computer Science · #Artificial Intelligence in Healthcare and Education #Ethics in Clinical Research #Adversarial Robustness in Machine Learning
2. TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods
   2024/04/16 by Professor Gary S. Collins, Karel G.M. Moons, Paula Dhiman +31 · 1 voice · 31 citations
   Medicine · Decision Sciences · Health Professions · #Artificial Intelligence in Healthcare and Education #Meta-analysis and systematic reviews #Healthcare cost, quality, practices
3. Conformal Prediction with Large Language Models for Multi-Choice Question Answering
   2023/05/28 by Bhawesh Kumar, Charlie Lu, Kumar, Bhawesh +11 · 14 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
4. Adversarial Attacks Against Medical Deep Learning Systems
   2018/04/15 by Samuel G. Finlayson, Finlayson, Samuel G., Isaac S. Kohane +4 · 12 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Advanced Malware Detection Techniques
5. Large Language Models in Mental Health Care: a Scoping Review
   2024/01/01 by Yining Hua, Fenglin Liu, Hua, Yining +18 · 11 citations
   Psychology · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mental Health via Writing
6. Clinical Concept Embeddings Learned from Massive Sources of Multimodal\n Medical Data
   2018/04/04 by Andrew L. Beam, Beam, Andrew L., Benjamin Kompa +15 · 4 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Natural Language Processing Techniques #Topic Modeling
7. Fast Hamiltonian Monte Carlo Using GPU Computing
   2014/02/17 by Andrew L. Beam, Sujit K. Ghosh, Beam, Andrew L. +3 · 2 citations
   Mathematics · Medicine · #Markov Chains and Monte Carlo Methods #Statistical Methods and Inference #Advanced Neuroimaging Techniques and Applications
8. The Need for Guardrails with Large Language Models in Medical Safety-Critical Settings: An Artificial Intelligence Application in the Pharmacovigilance Ecosystem
   2024/07/01 by Joe B. Hakim, Jeffery L. Painter, Hakim, Joe B +15 · 5 citations
   Immunology and Microbiology · Pharmacology, Toxicology and Pharmaceutics · Social Sciences · #Academic integrity and plagiarism #Artificial Intelligence (cs.AI) #Biosimilars and Bioanalytical Methods #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #I.2.1 #I.2.7 #I.7.1 #Machine Learning (cs.LG) #Pharmacovigilance and Adverse Drug Reactions
9. Labrador: Exploring the Limits of Masked Language Modeling for Laboratory Data
   2023/12/09 by David R. Bellamy, Bhawesh Kumar, Bellamy, David R. +5 · 2 citations
   Computer Science · #Machine Learning in Healthcare #Topic Modeling
10. Machine Learning and Statistics in Clinical Research Articles—Moving Past the False Dichotomy
    2023/03/20 by Samuel G. Finlayson, Andrew L. Beam, Maarten van Smeden · 1 voice · 3 citations
    Medicine · Decision Sciences · Computer Science · #Artificial Intelligence in Healthcare and Education #Meta-analysis and systematic reviews #Machine Learning in Healthcare
11. Deep Learning Methods for Proximal Inference via Maximum Moment Restriction
    2022/05/19 by Benjamin Kompa, Kompa, Benjamin, David R. Bellamy +7 · 1 citation
    Mathematics · Engineering · #Statistical Methods and Inference #Advanced Causal Inference Techniques #Nuclear reactor physics and engineering
12. Exemplar Auditing for Multi-Label Biomedical Text Classification
    2020/04/07 by Allen Schmaltz, Andrew L. Beam, Schmaltz, Allen +1 · 1 citation
    Computer Science · #Text and Document Classification Technologies #Topic Modeling #Machine Learning in Healthcare