The 39 full papers presented together with 7 short papers were selected from 113 submissions. The papers are grouped in topical sections on knowledge-based system; machine learning; medical image processing; predictive modeling; natural language processing.
Table of contents (46 papers)
Front Matter
Pages i-xx
Knowledge-Based Systems
Front Matter
Pages 1-1
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Explainable Decision Support Using Task Network Models in Notation3: Computerizing Lipid Management Clinical Guidelines as Interactive Task Networks
William Van Woensel, Samina Abidi, Karthik Tennankore, George Worthen, Syed Sibte Raza Abidi
Pages 3-13
Towards an AI Planning-Based Pipeline for the Management of Multimorbid Patients
Malvika Rao, Martin Michalowski, Szymon Wilk, Wojtek Michalowski, Amanda Coles, Marc Carrier
Pages 14-23
A Knowledge Graph Completion Method Applied to Literature-Based Discovery for Predicting Missing Links Targeting Cancer Drug Repurposing
Ali Daowd, Samina Abidi, Syed Sibte Raza Abidi
Pages 24-34
An Ontology to Support Automatic Drug Dose Titration
David Riaño, José-Ramon Alonso, Špela Pečnik, Aida Kamišalić
Pages 35-46
Ontological Representation of Causal Relations for a Deep Understanding of Associations Between Variables in Epidemiology
Thibaut Pressat Laffouilhère, Julien Grosjean, Jean Pinson, Stéfan J. Darmoni, Emilie Leveque, Emilie Lanoy et al.
Pages 47-56
Explainable Clinical Decision Support: Towards Patient-Facing Explanations for Education and Long-Term Behavior Change
William Van Woensel, Floriano Scioscia, Giuseppe Loseto, Oshani Seneviratne, Evan Patton, Samina Abidi et al.
Pages 57-62
Machine Learning
Front Matter
Pages 63-63
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Assessing Knee Osteoarthritis Severity and Biomechanical Changes After Total Knee Arthroplasty Using Self-organizing Maps
Kathryn Young-Shand, Patrice Roy, Michael Dunbar, Syed Sibte Raza Abidi, Janie Wilson
Pages 65-75
NeuralSympCheck: A Symptom Checking and Disease Diagnostic Neural Model with Logic Regularization
Aleksandr Nesterov, Bulat Ibragimov, Dmitriy Umerenkov, Artem Shelmanov, Galina Zubkova, Vladimir Kokh
Pages 76-87
Extracting Surrogate Decision Trees from Black-Box Models to Explain the Temporal Importance of Clinical Features in Predicting Kidney Graft Survival
Jaber Rad, Karthik K. Tennankore, Amanda Vinson, Syed Sibte Raza Abidi
Pages 88-98
Recurrence and Self-attention vs the Transformer for Time-Series Classification: A Comparative Study
Alexander Katrompas, Theodoros Ntakouris, Vangelis Metsis
Pages 99-109
Integrating Graph Convolutional Networks (GCNNs) and Long Short-Term Memory (LSTM) for Efficient Diagnosis of Autism
Kashaf Masood, Rasha Kashef
Pages 110-121
Hierarchical Deep Multi-task Learning for Classification of Patient Diagnoses
Salim Malakouti, Milos Hauskrecht
Pages 122-132
TTS-GAN: A Transformer-Based Time-Series Generative Adversarial Network
Xiaomin Li, Vangelis Metsis, Huangyingrui Wang, Anne Hee Hiong Ngu
Pages 133-143
Instrumented Timed Up and Go Test Using Inertial Sensors from Consumer Wearable Devices
Miguel Matey-Sanz, Alberto González-Pérez, Sven Casteleyn, Carlos Granell
Pages 144-154
Learning to Adapt Dynamic Clinical Event Sequences with Residual Mixture of Experts
Jeong Min Lee, Milos Hauskrecht
Pages 155-166
Improving Prediction Models’ Propriety in Intensive-Care Unit, by Enforcing an Advance Notice Period
Tomer Hermelin, Pierre Singer, Nadav Rappoport
Pages 167-177
DP-CTGAN: Differentially Private Medical Data Generation Using CTGANs
Mei Ling Fang, Devendra Singh Dhami, Kristian Kersting
Pages 178-188
Machine Learning
EpidRLearn: Learning Intervention Strategies for Epidemics with Reinforcement Learning
Maria Bampa, Tobias Fasth, Sindri Magnusson, Panagiotis Papapetrou
Pages 189-199
Discovering Instantaneous Granger Causalities in Non-stationary Categorical Time Series Data
Noor Jamaludeen, Vishnu Unnikrishnan, André Brechmann, Myra Spiliopoulou
Pages 200-209
Comparison of Classification with Reject Option Approaches on MIMIC-IV Dataset
Gerta Salillari, Nadav Rappoport
Pages 210-219
Predicting Waiting Time and Quality of Kidney Offers for Kidney Transplant Candidates
Jonathan Jalbert, Héloïse Cardinal, Andrea Lodi, Jean-Noël Weller, Hugo-Maxime Tocco
Pages 220-229
Wrist Ultrasound Segmentation by Deep Learning
Yuyue Zhou, Abhilash Rakkunedeth, Christopher Keen, Jessica Knight, Jacob L. Jaremko
Pages 230-237
Early Detection and Classification of Patient-Ventilator Asynchrony Using Machine Learning
Erdi Gao, Goce Ristanoski, Uwe Aickelin, David Berlowitz, Mark Howard
Pages 238-248
On Graph Construction for Classification of Clinical Trials Protocols Using Graph Neural Networks
Sohrab Ferdowsi, Jenny Copara, Racha Gouareb, Nikolay Borissov, Fernando Jaume-Santero, Poorya Amini et al.
Pages 249-259
Medical Image Processing
Front Matter
Pages 261-261
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Malignant Mesothelioma Subtyping of Tissue Images via Sampling Driven Multiple Instance Prediction
Mark Eastwood, Silviu Tudor Marc, Xiaohong Gao, Heba Sailem, Judith Offman, Emmanouil Karteris et al.
Pages 263-272
Calibrating Histopathology Image Classifiers Using Label Smoothing
Jerry Wei, Lorenzo Torresani, Jason Wei, Saeed Hassanpour
Pages 273-282
InvUNET: Involuted UNET for Breast Tumor Segmentation from Ultrasound
Trupti Chavan, Kalpesh Prajapati, Kameshwar Rao JV
Pages 283-290
MRI Reconstruction with LassoNet and Compressed Sensing
Andrea De Gobbis, Aleksander Sadikov, Vida Groznik
Pages 291-295
Predictive Modeling
Front Matter
Pages 297-297
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A 3-Window Framework for the Discovery and Interpretation of Predictive Temporal Functional Dependencies
Beatrice Amico, Carlo Combi
Pages 299-309
When Can I Expect the mHealth User to Return? Prediction Meets Time Series with Gaps
Miro Schleicher, Rüdiger Pryss, Winfried Schlee, Myra Spiliopoulou
Pages 310-320
The Transition Law of Sepsis Patients’ Illness States Based on Complex Network
Ruolin Wang, Jingming Liu, Zheng Chen, Minghui Gong, Chunping Li, Wei Guo
Pages 321-331
Learning a Battery of COVID-19 Mortality Prediction Models by Multi-objective Optimization
Mario Martínez-García, Susana García-Gutierrez, Rubén Armañanzas, Adrián Díaz, Iñaki Inza, Jose A. Lozano
Pages 332-342
Oblique Dipolar Tree for Survival Data with Time-Varying Covariates
Malgorzata Kretowska
Pages 343-352
An Anytime Querying Algorithm for Predicting Cardiac Arrest in Children: Work-in-Progress
Michael A. Skinner, Priscilla Yu, Lakshmi Raman, Sriraam Natarajan
Pages 353-357
A Novel Survival Analysis Approach to Predict the Need for Intubation in Intensive Care Units
Michela Venturini, Ingrid Van Keilegom, Wouter De Corte, Celine Vens
Pages 358-364
Predictive Modeling
Awareness of Being Tested and Its Effect on Reading Behaviour
Marta Malavolta, Emiliano Trimarco, Vida Groznik, Aleksander Sadikov
Pages 365-370
Natural Language Processing
Front Matter
Pages 371-371
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Generating Extremely Short Summaries from the Scientific Literature to Support Decisions in Primary Healthcare: A Human Evaluation Study
Primoz Kocbek, Lucija Gosak, Kasandra Musović, Gregor Stiglic
Pages 373-382
RuMedBench: A Russian Medical Language Understanding Benchmark
Pavel Blinov, Arina Reshetnikova, Aleksandr Nesterov, Galina Zubkova, Vladimir Kokh
Pages 383-392
Biomedical Semantic Textual Similarity: Evaluation of Sentence Representations Enhanced with Principal Component Reduction and Word Frequency Weighting
Klaudia Kantor, Mikołaj Morzy
Pages 393-403
Demonstration Papers
Front Matter
Pages 405-405
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Blockchain and IoT Enhanced Clinical Workflow
Manan Shukla, Jianjing Lin, Oshani Seneviratne
Pages 407-411
The PERISCOPE Data Atlas: A Demonstration of Release v1.2
Enea Parimbelli, Cristiana Larizza, Vladimir Urosevic, Andrea Pogliaghi, Manuel Ottaviano, Cindy Cheng et al.
Pages 412-415
Cordelia: An Application for Automatic ECG Diagnostics
Lubomir Antoni, Erik Bruoth, Peter Bugata, Peter Bugata Jr., Dávid Gajdoš, Šimon Horvát et al.
Pages 416-420
Clinical Guidelines as Executable and Interactive Workflows with FHIR-Compliant Health Data Input Using GLEAN
William Van Woensel, Samina Abidi, Karthik Tennankore, George Worthen, Syed Sibte Raza Abidi
Pages 421-425
A Goal-Oriented Methodology for Treatment of Patients with Multimorbidity – Goal Comorbidities (GoCom) Proof-of-Concept Demonstration
Alexandra Kogan, Mor Peleg, Samson W. Tu, Raviv Allon, Natanel Khaitov, Irit Hochberg
Pages 426-430
Development of AI-Enabled Apps by Patients and Domain Experts Using the Punya Platform: A Case Study for Diabetes
Evan Patton, William Van Woensel, Oshani Seneviratne, Giuseppe Loseto, Floriano Scioscia, Lalana Kagal
Pages 431-435
Using Visual Analytics to Optimize Blood Product Inventory at a Hospital’s Blood Transfusion Service
Jaber Rad, Jason Quinn, Calvino Cheng, Samina Raza Abidi, Robert Liwski, Syed Sibte Raza Abidi
Pages 436-440
Back Matter
Pages 441-456
