The applications of machine learning techniques in medical data processing based on distributed computing and the Internet of Things

S Aminizadeh, A Heidari, S Toumaj, M Darbandi… - Computer methods and …, 2023 - Elsevier
… and lower hospitalization in an Intensive Care Unit (ICU) after … of the proposed techniques
and a complete comparison of … Following that, we examine the validity of the study selection …

[HTML][HTML] Scalable and accurate deep learning with electronic health records

A Rajkomar, E Oren, K Chen, AM Dai, N Hajaj… - NPJ digital …, 2018 - nature.com
… We validated our approach using de-identified EHR data … In the current study, we caution
that the differences in AUROC … sign measurements in an intensive care unit vs outpatient clinic), …

A review of approaches to identifying patient phenotype cohorts using electronic health records

C Shivade, P Raghavan… - Journal of the …, 2014 - academic.oup.com
evaluation of predictive models, end-to-end system descriptions, … by using the software in
comparison with manual efforts. … perform risk stratification of patients in the intensive care unit. …

Advances in electronic surveillance for healthcare-associated infections in the 21st Century: a systematic review

R Freeman, LSP Moore, LG Álvarez, A Charlett… - Journal of Hospital …, 2013 - Elsevier
… The validation studies compared the performance of the … electronic method compared with
the authors' chosen reference … of CLABSI outside of the intensive care unit (ICU), and found …

Electrocardiogram pattern recognition and analysis based on artificial neural networks and support vector machines: a review

M Sansone, R Fusco, A Pepino… - Journal of healthcare …, 2013 - Wiley Online Library
Computer systems for Electrocardiogram (ECG) analysis support the clinician in tedious tasks
(eg, Holter ECG monitored in Intensive Care Units) … have both differences and similarities …

Sepsis prediction in intensive care unit based on genetic feature optimization and stacked deep ensemble learning

N El-Rashidy, T Abuhmed, L Alarabi… - Neural Computing and …, 2022 - Springer
intensive care medicine (ESICM) [36], a task force compared … recorded waveform or discrete
electronic health data. Ghosh … The ranking methods are based on certain evaluation criteria

[HTML][HTML] Extracting information from textual documents in the electronic health record: a review of recent research

SM Meystre, GK Savova… - Yearbook of medical …, 2008 - thieme-connect.com
… terms of methods used, pre-processing of … Architectural requirements for a multipurpose
natural language processor in the clinical environment. Proc Annu Symp Comput Appl Med Care

An IoT-aware architecture for smart healthcare systems

L Catarinucci, D De Donno, L Mainetti… - IEEE internet of …, 2015 - ieeexplore.ieee.org
… by the Swedish Institute of Computer Science. Contiki OS … in the intensive care unit) and
maintains specific control rules … aspect of novelty of our system compared to similar stateof-…

End-to-end security scheme for mobility enabled healthcare Internet of Things

SR Moosavi, TN Gia, E Nigussie, AM Rahmani… - … Generation Computer …, 2016 - Elsevier
… Energy-performance evaluation results show that compared … and efficient authentication
and authorization architecture for … of patients are confined to hospital facilities or buildings, …

Human factors in medical device design: methods, principles, and guidelines

RJ Branaghan - Critical Care Nursing Clinics, 2018 - ccnursing.theclinics.com
… This method has become popular in usability evaluation due to … Comparisons can happen
at any point in the product … -serif fonts are used on computerized displays and serif fonts are …