Description / Table of Contents:
Intro -- Foreword -- Preface -- Organization -- Contents - Part II -- Contents - Part I -- Clinical Decision Support and Medical AI 1 -- Using Machine Learning Methods to Predict the Lactate Trend of Sepsis Patients in the ICU -- 1 Introduction -- 2 Methods -- 2.1 Data Sources -- 2.2 Study Design -- 2.3 Definition of Outcomes -- 2.4 Variable Selection -- 2.5 Proposed Machine Learning Framework -- 2.6 Selected Classifiers for Proposed Framework -- 2.7 Evaluation Criteria -- 3 Results -- 4 Discussion -- 5 Conclusion -- References -- Computed Tomography Artefact Detection Using Deep Learning-Towards Automated Quality Assurance -- 1 Introduction -- 2 Materials and Methods -- 3 Results -- 4 Discussion -- 5 Conclusion -- References -- Assessment of Parkinson's Disease Severity Using Gait Data: A Deep Learning-Based Multimodal Approach -- 1 Introduction -- 1.1 Parkinson's Disease (PD) -- 1.2 Gait Analysis -- 1.3 Multimodal in Decision Support -- 1.4 Goal of the Study -- 2 Related Work -- 2.1 PD Severity Estimation -- 2.2 PD Diagnosis -- 2.3 Multimodal Data Analysis Using Perceiver -- 3 Materials and Methods -- 3.1 Dataset Description -- 3.2 Pre-processing and Feature Extraction -- 3.3 Perceiver Architecture -- 3.4 Proposed Framework -- 3.5 Experimental Setup -- 3.6 Evaluation -- 3.7 Hyperparameter Optimization Using GA -- 4 Results -- 4.1 Empirical Results -- 5 Discussion -- 6 Conclusion -- References -- Digital Care Pathways II -- Dual-Perspective Modeling of Patient Pathways: A Case Study on Kidney Cancer -- 1 Introduction -- 2 Methods -- 2.1 Recruitment -- 2.2 Mapping and Modeling of Patient Pathways with Healthcare Personnel -- 2.3 Mapping and Modeling of Patient Journeys -- 2.4 Feasibility Evaluation -- 3 Results -- 3.1 Modeling of the Kidney Cancer Pathway (Healthcare Perspective).
Type of Medium:
Online Resource
Pages:
1 online resource (564 pages)
Edition:
1st ed.
ISBN:
9783031590917
Series Statement:
Communications in Computer and Information Science Series v.2084
URL:
https://ebookcentral.proquest.com/lib/kxp/detail.action?docID=31323979
Language:
English
Note:
Description based on publisher supplied metadata and other sources
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