Medical informed machine learning: A scoping review and future research directions

A Shallow Domain Knowledge Injection (SDK-Injection) Method for Improving CNN-Based ECG Pattern Classification

(2022) Soyeon Oh et al.   Applied Sciences-Basel

End‐to‐end Domain Knowledge Assisted Automatic Diagnosis of Idiopathic Pulmonary Fibrosis (IPF) Using Computed Tomography (CT)

(2021) Wenxi Yu et al.   MEDICAL PHYSICS

Effect of domain knowledge encoding in CNN model architecture—a prostate cancer study using mpMRI images

(2021) Piotr Sobecki et al.   PeerJ

Probabilistic domain-knowledge modeling of disorder pathogenesis for dynamics forecasting of acute onset

(2021) Phat K. Huynh et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A survey on incorporating domain knowledge into deep learning for medical image analysis

(2021) Xiaozheng Xie et al.   MEDICAL IMAGE ANALYSIS

A Structure-Aware Relation Network for Thoracic Diseases Detection and Segmentation

(2021) Jie Lian et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Domain Knowledge Powered Deep Learning for Breast Cancer Diagnosis Based on Contrast-Enhanced Ultrasound Videos

(2021) Chen Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

On-device Prior Knowledge Incorporated Learning for Personalized Atrial Fibrillation Detection

(2021) Zhenge Jia et al.   ACM Transactions on Embedded Computing Systems

ICD-11: an international classification of diseases for the twenty-first century

(2021) James E. Harrison et al.   BMC Medical Informatics and Decision Making

Machine learning augmented reduced-order models for FFR-prediction

(2021) Fredrik E. Fossan et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Embedding electronic health records onto a knowledge network recognizes prodromal features of multiple sclerosis and predicts diagnosis

(2021) Charlotte A Nelson et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Visual-Saliency-Based Abnormality Detection for MRI Brain Images—Alzheimer’s Disease Analysis

(2021) A. Andrushia et al.   Applied Sciences-Basel

A physics-guided modular deep-learning based automated framework for tumor segmentation in PET

(2020) Kevin H Leung et al.   PHYSICS IN MEDICINE AND BIOLOGY

Attention-Enriched Deep Learning Model for Breast Tumor Segmentation in Ultrasound Images

(2020) Aleksandar Vakanski et al.   ULTRASOUND IN MEDICINE AND BIOLOGY

Grouping attributes zero-shot learning for tongue constitution recognition

(2020) Guihua Wen et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

An Attention Based CNN-LSTM Approach for Sleep-Wake Detection With Heterogeneous Sensors

(2020) Zhenghua Chen et al.   IEEE Journal of Biomedical and Health Informatics

Dual-Teacher++: Exploiting Intra-Domain and Inter-Domain Knowledge With Reliable Transfer for Cardiac Segmentation

(2020) Kang Li et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Machine Learning in Medicine

(2019) Alvin Rajkomar et al.   NEW ENGLAND JOURNAL OF MEDICINE

Machine learning in cardiovascular flows modeling: Predicting arterial blood pressure from non-invasive 4D flow MRI data using physics-informed neural networks

(2019) Georgios Kissas et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Incorporating human and learned domain knowledge into training deep neural networks: A differentiable dose‐volume histogram and adversarial inspired framework for generating Pareto optimal dose distributions in radiation therapy

(2019) Dan Nguyen et al.   MEDICAL PHYSICS

Complication Risk Profiling in Diabetes Care: A Bayesian Multi-Task and Feature Relationship Learning Approach

(2019) Bin Liu et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Machine Learning in Medical Imaging

(2018) Maryellen L. Giger   Journal of the American College of Radiology

CHI: A contemporaneous health index for degenerative disease monitoring using longitudinal measurements

(2017) Yijun Huang et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Classification of auditory brainstem responses through symbolic pattern discovery

(2016) Marco E. Molina et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Diagnosis of Cognitive Impairment Compatible with Early Diagnosis of Alzheimer’s Disease

(2016) J. M. Guerrero et al.   METHODS OF INFORMATION IN MEDICINE

On the interplay of machine learning and background knowledge in image interpretation by Bayesian networks

(2013) Marina Velikova et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

A belief rule-based decision support system for clinical risk assessment of cardiac chest pain

(2011) Guilan Kong et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Factorial Switching Linear Dynamical Systems Applied to Physiological Condition Monitoring

(2008) J.A. Quinn et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE