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Health information exchange through a Device-to-Device protocol supporting lossless encoding and decoding
Despite the availability of secure electronic data transfers, most medical information is still stored on paper, and it is...
Modelling patient trajectories using multimodal information
Available online 21 September 2022, 104195AbstractBackground:Electronic Health Records (EHRs) aggregate diverse informatio...
A gradient boosting tree model for multi-department venous thromboembolism risk assessment with imbalanced data
Available online 16 September 2022, 104210Highlights•VTE has a wide distribution of in-hospital complications, which will ...
Temporal patterns selection for All-Cause Mortality prediction in T2D with ANNs
Available online 12 September 2022, 104198AbstractMortality prevention in T2D elderly population having Chronic Kidney Dis...
Adjusting for indirectly measured confounding using large-scale propensity score
Available online 13 September 2022, 104204AbstractConfounding remains one of the major challenges to causal inference with...
Innovative informatics methods for process mining in health care
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MixEHR-Guided: A guided multi-modal topic modeling approach for large-scale automatic phenotyping using the electronic health record
Volume 134, October 2022, 104190Highlights•MixEHR-Guided infers 1500 identifiable phenotypic topics from multi-modal EHR d...
FHIR-Ontop-OMOP: Building Clinical Knowledge Graphs in FHIR RDF with the OMOP Common Data Model
BackgroundKnowledge graphs (KGs) play a key role to enable explainable artificial intelligence (AI) applications in health...
Development of comprehensive annotation criteria for patients’ states from clinical texts
Available online 9 September 2022, 104200Highlights•We developed comprehensive annotation criteria for patient status, com...
Weakly Semi-supervised Phenotyping Using Electronic Health Records
Available online 5 September 2022, 104175Highlights•Weakly supervised learning algorithms fail for episodic phenotypes tha...
An Informatics-driven Intelligent System to Improve Healthcare Accessibility for Vulnerable Populations
Available online 6 September 2022, 104196Highlights•Measure and visualize spatial healthcare accessibility for vulnerable ...
A flexible framework for visualizing and exploring patient misdiagnosis over time
Available online 2 September 2022, 104178Highlights•Understanding the patient diagnostic process over time (i.e., patient ...
Extracting drug-drug interactions from no-blinding texts using key semantic sentences and GHM loss
Available online 3 September 2022Highlights•We propose a novel method for extracting drug-drug interactions without using ...
A unified graph model based on molecular data binning for disease subtyping
Available online 30 August 2022, 104187Highlights•Spectral clustering is widely used to handle complexity in omics data fo...
Towards quality improvement of vaccine concept mappings in the OMOP vocabulary with a semi-automated method
Available online 25 August 2022, 104162AbstractThe Observational Medical Outcomes Partnership (OMOP) Common Data Model (CD...
Improvement of intervention information detection for automated clinical literature screening during systematic review
Available online 26 August 2022, 104185Highlights•We design an algorithm to automatically label interventions in PubMed ab...
Rich learning representations for human activity recognition: How to empower deep feature learning for biological time series
Available online 27 August 2022, 104180Highlights•Introduce spectrotemporal deep learning representation for biological ti...
A Bi-level Representation Learning Model for Medical Visual Question Answering
Available online 28 August 2022, 104183AbstractMedical Visual Question Answering (VQA) targets at answering questions rela...
Visualization of Frequent Temporal Patterns in Single or Two Populations
Temporal knowledge discovery in clinical problems, is crucial to investigate problems in the data science era. Meaningful ...
Unsupervised probabilistic models for sequential Electronic Health Records
Available online 28 August 2022, 104163Highlights•We develop a probabilistic unsupervised model for multiple sequences con...
Dual-level diagnostic feature learning with recurrent neural networks for treatment sequence recommendation
Available online 28 August 2022, 104165Highlights•This study proposes a new framework for subsequent treatment item recomm...
From translational bioinformatics computational methodologies to personalized medicine
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MTDCNet: A 3D multi-threading dilated convolutional network for brain tumor automatic segmentation
Available online 20 August 2022, 104173Highlights•A novel method (3D MTDC-Net) is proposed to automatic brain tumor segmen...
PheValuator 2.0: Methodological improvements for the PheValuator approach to semi-automated phenotype algorithm evaluation
Available online 19 August 2022, 104177Highlights•This research evaluates a comparison between PheValuator 1.0 and PheValu...
Imbalanced Prediction of Emergency Department Admission Using Natural Language Processing and Deep Neural Network
Available online 19 August 2022, 104171AbstractThe emergency department (ED) plays a very significant role in the hospital...
Hierarchical Label-wise Attention Transformer Model for Explainable ICD Coding
Available online 20 August 2022, 104161AbstractInternational Classification of Diseases (ICD) coding plays an important ro...