Multimodal AI in Healthcare

Chapter 1 Multimodal Artificial Intelligence: Next Wave of Innovation in Healthcare and Medicine

Chapter 2 Unsupervised Numerical Reasoning to Extract Phenotypes from Clinical Text by Leveraging External Knowledge

Chapter 3 Domain-specific Language Pre-training for Dialogue Comprehension on Clinical Inquiry-Answering Conversations

Chapter 4 Clinical Dialogue Transcription Error Correction Using Seq2Seq Models

Chapter 5 Customized Training of Pretrained Language Models to Detect Post Intents in Online Health Support Groups

Chapter 6 EXPECT-NLP: An Integrated Pipeline and User Interface for Exploring Patient Preferences Directly from Patient-Generated Text

Chapter 7 Medication Error Detection Using Contextual Language Models

Chapter 8 Latent Representation Weights Learning of the Indefinite Length of Views for Conception Diagnosis

Chapter 9 Phenotyping with Positive Unlabelled Learning for Genome-Wide Association Studies

Chapter 10 Out-of-Distribution Detection for Medical Applications: Guidelines for Practical Evaluation

Chapter 11 A Robust System to Detect and Explain Public Mask Wearing Behavior

Chapter 12 A Federated Cox Model with Non-proportional Hazards

Chapter 13 A Step Towards Automated Functional Assessment of Activities of Daily Living

Chapter 14 The Interpretation of Deep Learning Based Analysis of Medical Images—An Examination of Methodological and Practical Challenges Using Chest X-ray Data

Chapter 15 Predicting Drug Functions from Adverse Drug Reactions by Multi-label Deep Neural Network

Chapter 16 Pattern Discovery in Physiological Data with Byte Pair Encoding

Chapter 17 Predicting ICU Admissions for Hospitalized COVID-19 Patients with a Factor Graph-based Model

Chapter 18 Semantic Network Analysis of COVID-19 Vaccine Related Text from Reddit

Chapter 19 Towards Providing Clinical Insights on Long Covid from Twitter Data

Chapter 20 Predicting Infections in the Covid-19 Pandemic—Lessons Learned

Chapter 21 Improving Radiology Report Generation with Adaptive Attention

Chapter 22 Instantaneous Physiological Estimation Using Video Transformers

Chapter 23 Automated Vision-Based Wellness Analysis for Elderly Care Centers

Chapter 24 Efficient Extraction of Pathologies from C-Spine Radiology Reports Using Multi-task Learning

Chapter 25 Benchmarking Uncertainty Quantification on Biosignal Classification Tasks Under Dataset Shift

Chapter 26 Mining Adverse Drug Reactions from Unstructured Mediums at Scale

Chapter 27 A Graph-based Imputation Method for Sparse Medical Records

Chapter 28 Using Nursing Notes to Predict Length of Stay in ICU for Critically Ill Patients

Chapter 29 Automatic Classification of Dementia Using Text and Speech Data

Chapter 30 Unified Tensor Network for Multimodal Dementia Detection