Foundation models for generalist medical artificial intelligence

MIMIC-IV, a freely accessible electronic health record dataset

(2023) Alistair E. W. Johnson et al.   Scientific Data

Conditional generative modeling for de novo protein design with hierarchical functions

(2022) Tim Kucera et al.   BIOINFORMATICS

A Zoonotic Henipavirus in Febrile Patients in China

(2022) Xiao-Ai Zhang et al.   NEW ENGLAND JOURNAL OF MEDICINE

Chest CT Findings in Hospitalized Patients with SARS-CoV-2: Delta versus Omicron Variants

(2022) Soon Ho Yoon et al.   RADIOLOGY

Self-supervised learning in medicine and healthcare

(2022) Rayan Krishnan et al.   Nature Biomedical Engineering

Causal inference and effect estimation using observational data

(2022) Erik Igelström et al.   JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH

Multimodal biomedical AI

(2022) Julián N. Acosta et al.   NATURE MEDICINE

Expert-level detection of pathologies from unannotated chest X-ray images via self-supervised learning

(2022) Ekin Tiu et al.   Nature Biomedical Engineering

Extending the Nested Model for User-Centric XAI: A Design Study on GNN-based Drug Repurposing

(2022) Qianwen Wang et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

A large language model for electronic health records

(2022) Xi Yang et al.   npj Digital Medicine

Knowledge Distillation: A Survey

(2021) Jianping Gou et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Highly accurate protein structure prediction with AlphaFold

(2021) John Jumper et al.   NATURE

The Clinician and Dataset Shift in Artificial Intelligence

(2021) Samuel G. Finlayson et al.   NEW ENGLAND JOURNAL OF MEDICINE

Systematic Review of Approaches to Preserve Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine

(2021) Lin Lawrence Guo et al.   Applied Clinical Informatics

Does your dermatology classifier know what it doesn’t know? Detecting the long-tail of unseen conditions

(2021) Abhijit Guha Roy et al.   MEDICAL IMAGE ANALYSIS

Language models are an effective representation learning technique for electronic health record data

(2020) Ethan Steinberg et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Dissecting racial bias in an algorithm used to manage the health of populations

(2019) Ziad Obermeyer et al.   SCIENCE

UniProt: the universal protein knowledgebase

(2016)   NUCLEIC ACIDS RESEARCH

UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age

(2015) Cathie Sudlow et al.   PLOS MEDICINE