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558 Results Found

  • Article
  • Open Access
6 Citations
5,455 Views
11 Pages

Computer Skills and Electronic Health Records (EHRs) in a State Tertiary Hospital in Southwest Nigeria

  • Maureen Nokuthula Sibiya,
  • Oluwatoyin Rhoda Akinyemi and
  • Olanrewaju Oladimeji

Adopting change is something that is often resisted, as is often the case in the adoption of electronic health records (EHRs) in healthcare organizations. Embracing this will require computer knowledge to handle the system for the management of patie...

  • Article
  • Open Access
1 Citations
3,825 Views
26 Pages

Augmented EHR: Enrichment of EHR with Contents from Semantic Web Sources

  • Alejandro Mañas-García,
  • José Alberto Maldonado,
  • Mar Marcos,
  • Diego Boscá and
  • Montserrat Robles

27 April 2021

This work presents methods to combine data from the Semantic Web into existing EHRs, leading to an augmented EHR. An existing EHR extract is augmented by combining it with additional information from external sources, typically linked data sources. T...

  • Article
  • Open Access
8 Citations
4,318 Views
15 Pages

Deep Q-Network (DQN) Model for Disease Prediction Using Electronic Health Records (EHRs)

  • Nabil M. AbdelAziz,
  • Gehan A. Fouad,
  • Safa Al-Saeed and
  • Amira M. Fawzy

7 February 2025

Many efforts have proved that deep learning models are effective for disease prediction using electronic health records (EHRs). However, these models are not yet precise enough to predict diseases. Additionally, ethical concerns and the use of cluste...

  • Article
  • Open Access
2,415 Views
40 Pages

Robust Clinical Querying with Local LLMs: Lexical Challenges in NL2SQL and Retrieval-Augmented QA on EHRs

  • Luka Blašković,
  • Nikola Tanković,
  • Ivan Lorencin and
  • Sandi Baressi Šegota

Electronic health records (EHRs) are typically stored in relational databases, making them difficult to query for nontechnical users, especially under privacy constraints. We evaluate two practical clinical NLP workflows, natural language to SQL (NL2...

  • Communication
  • Open Access
71 Citations
8,574 Views
10 Pages

19 April 2021

In the current epoch of smart homes and cities, personal data such as patients’ names, diseases and addresses are often violated. This is frequently associated with the safety of the electronic health records (EHRs) of patients. EHRs have numerous be...

  • Article
  • Open Access
45 Citations
8,849 Views
15 Pages

Healthcare sectors have been at the forefront of the adoption and use of IoT technologies for efficient healthcare diagnosis and treatment. Because healthcare IoT sensor technology obtains health-related data from patients, it needs to be integrated...

  • Article
  • Open Access
4,658 Views
31 Pages

Electronic health record (EHR) data breaches create severe concerns for patients’ privacy, safety, and risk of loss for healthcare entities responsible for managing patient health records. EHR systems collect a vast amount of user-sensitive dat...

  • Article
  • Open Access

A Reproducible Post-Valve-Replacement EHR Cohort for Comparative AI Studies

  • Malte Blattmann,
  • Mika Katalinic,
  • Adrian Lindenmeyer,
  • Stefan Franke,
  • Thomas Neumuth and
  • Daniel Schneider
Diagnostics2026, 16(3), 447;https://doi.org/10.3390/diagnostics16030447 
(registering DOI)

1 February 2026

Background/Objectives: Valve replacement (VR) patients are at high risk of postoperative complications, but reproducible Electronic Health Record (EHR) benchmarks for evaluating sequential AI models in this setting are lacking. We develop a reproduci...

  • Article
  • Open Access
14 Citations
6,535 Views
15 Pages

Importance-Satisfaction Analysis for Primary Care Physicians’ Perspective on EHRs in Taiwan

  • Cheng-Hsun Ho,
  • Hsyien-Chia Wen,
  • Chi-Ming Chu,
  • Yi-SyuanWu and
  • Jen-Leng Wang

The Taiwan government has been promoting Electronic Health Records (EHRs) to primary care physicians. How to extend EHRs adoption rate by measuring physicians’ perspective of importance and performance of EHRs has become one of the critical issues fo...

  • Article
  • Open Access
11 Citations
3,294 Views
10 Pages

Tailoring EHRs for Specific Working Environments Improves Work Well-Being of Physicians

  • Suvi Vainiomäki,
  • Tarja Heponiemi,
  • Jukka Vänskä and
  • Hannele Hyppönen

Electronic health records (EHRs) have an impact on physicians’ well-being and stress levels. We studied physicians’ experiences with EHRs and their experienced time pressure and self-rated stress by an electronic questionnaire sent to Fin...

  • Review
  • Open Access
1 Citations
1,391 Views
22 Pages

5 November 2025

Federated Learning (FL) has emerged as a promising framework for multi-institutional medical artificial intelligence, enabling collaborative model development while preserving data privacy and security. Despite increasing research on federated approa...

  • Article
  • Open Access
9 Citations
3,860 Views
27 Pages

A Framework for Automatic Clustering of EHR Messages Using a Spatial Clustering Approach

  • Muhammad Ayaz,
  • Muhammad Fermi Pasha,
  • Tham Yu Le,
  • Tahani Jaser Alahmadi,
  • Nik Nailah Binti Abdullah and
  • Zaid Ali Alhababi

30 January 2023

Although Health Level Seven (HL 7) message standards (v2, v3, Clinical Document Architecture (CDA)) have been commonly adopted, there are still issues associated with them, especially the semantic interoperability issues and lack of support for smart...

  • Review
  • Open Access
20 Citations
8,420 Views
20 Pages

Enhancing EHR Interoperability and Security through Distributed Ledger Technology: A Review

  • João Carlos Ferreira,
  • Luís B. Elvas,
  • Ricardo Correia and
  • Miguel Mascarenhas

2 October 2024

The management and exchange of electronic health records (EHRs) remain critical challenges in healthcare, with fragmented systems, varied standards, and security concerns hindering seamless interoperability. These challenges compromise patient care a...

  • Article
  • Open Access
1 Citations
983 Views
9 Pages

Establishing an acceptable user-centred electronic health record (EHR) system is a challenging task for healthcare providers due to the need for such systems to meet the requirements of its user population. Concerned nurses are the main end-users of...

  • Article
  • Open Access
88 Citations
7,185 Views
25 Pages

3 October 2019

Pervasive healthcare services have undergone a great evolution in recent years. The technological development of communication networks, including the Internet, sensor networks, and M2M (Machine-to-Machine) have given rise to new architectures, appli...

  • Article
  • Open Access
4 Citations
4,139 Views
17 Pages

This paper investigates the transformative potential of integrating technical and methodological tools such as GraphQL, openEHR, Redis, and Pervasive Business Intelligence in healthcare. Modern healthcare systems face data silos, interoperability, an...

  • Article
  • Open Access
25 Citations
7,559 Views
26 Pages

Blockchain technology offers unique features, such as transparency, the immutability of data, and the capacity to establish trust without a central authority. Such characteristics can be leveraged to support the collaboration among several different...

  • Review
  • Open Access
27 Citations
12,002 Views
24 Pages

A Survey of Deep Learning for Electronic Health Records

  • Jiabao Xu,
  • Xuefeng Xi,
  • Jie Chen,
  • Victor S. Sheng,
  • Jieming Ma and
  • Zhiming Cui

17 November 2022

Medical data is an important part of modern medicine. However, with the rapid increase in the amount of data, it has become hard to use this data effectively. The development of machine learning, such as feature engineering, enables researchers to ca...

  • Article
  • Open Access
1,200 Views
18 Pages

In this study, we present LizAI XT, an AI-powered platform designed to automate the structuring, anonymization, and semantic integration of large-scale healthcare data from diverse sources, into one comprehensive table or any designated forms, based...

  • Article
  • Open Access
1,030 Views
15 Pages

22 October 2025

The patient problem list is a key component of an electronic health record (EHR) and must be accurate and accessible for all professionals involved in patient care. Unfortunately, such a list is mostly found in an unstructured text format, is not eas...

  • Article
  • Open Access
456 Views
19 Pages

Dexmedetomidine is a commonly used sedative because it has minimal adverse effects on respiratory function. Nevertheless, its cardiovascular safety profile, particularly bradycardia risk and drug–drug interactions (DDIs), remains incompletely u...

  • Article
  • Open Access
124 Citations
20,446 Views
23 Pages

Blockchain-Based Framework for Interoperable Electronic Health Records for an Improved Healthcare System

  • Faheem Ahmad Reegu,
  • Hafiza Abas,
  • Yonis Gulzar,
  • Qin Xin,
  • Ali A. Alwan,
  • Abdoh Jabbari,
  • Rahul Ganpatrao Sonkamble and
  • Rudzidatul Akmam Dziyauddin

7 April 2023

The healthcare industry has been transitioning from paper-based medical records to electronic health records (EHRs) in most healthcare facilities. However, the current EHR frameworks face challenges in secure data storage, credibility, and management...

  • Article
  • Open Access
1 Citations
2,728 Views
16 Pages

This paper provides empirical evidence using two studies to explain the primary factors facilitating electronic health record (EHR) systems adoption through the lens of the resource advantage theory. We aim to address the following research questions...

  • Article
  • Open Access
69 Citations
5,850 Views
20 Pages

An Overview of Blockchain and IoT Integration for Secure and Reliable Health Records Monitoring

  • Shadab Alam,
  • Surbhi Bhatia,
  • Mohammed Shuaib,
  • Mousa Mohammed Khubrani,
  • Fayez Alfayez,
  • Areej A. Malibari and
  • Sadaf Ahmad

23 March 2023

The Internet of Things (IoT) and blockchain (BC) are reliable technologies widely employed in various contexts. IoT devices have a lot of potential for data sensing and recording without human intervention, but they also have processing and security...

  • Article
  • Open Access
19 Citations
6,999 Views
26 Pages

The use of Electronic Health Record (EHR) systems has emerged with the continuous advancement of the Internet of Things (IoT) and smart devices. This is driven by the various advantages for both patients and healthcare providers, including timely and...

  • Article
  • Open Access
29 Citations
6,227 Views
13 Pages

A Hybrid MCDM Model for Improving the Electronic Health Record to Better Serve Client Needs

  • James J. H. Liou,
  • Ming-Tsang Lu,
  • Shu-Kung Hu,
  • Chia-Hua Cheng and
  • Yen-Ching Chuang

10 October 2017

Although the electronic health record (EHR) is a promising innovation in the healthcare industry, the implementation of EHR has been relatively slow. A theoretical structure for the exploration and improvement of this usage of EHR is proposed. Incorp...

  • Article
  • Open Access
25 Citations
4,479 Views
15 Pages

11 October 2021

The security and privacy of electronic health records (EHRs) have received considerable attention from healthcare workers and researchers. To ensure security, various encryption and decryption schemes as well as key management protocols have been dev...

  • Article
  • Open Access
29 Citations
6,537 Views
23 Pages

21 February 2023

Electronic health records (EHRs) play an important role in our life. However, most of the time, they are scattered and saved on different databases belonging to distinct institutions (hospitals, laboratories, clinics, etc.) geographically distributed...

  • Proceeding Paper
  • Open Access
1,547 Views
3 Pages

Training of Machine Learning Models for Recurrence Prediction in Patients with Respiratory Pathologies

  • Ainhoa Molinero Rodríguez,
  • Carla Guerra Tort,
  • Victoria Suárez Ulloa,
  • José M. López Gestal,
  • Javier Pereira and
  • Vanessa Aguiar Pulido

Information extracted from electronic health records (EHRs) is used for predictive tasks and clinical pattern recognition. Machine learning techniques also allow the extraction of knowledge from EHR. This study is a continuation of previous work in w...

  • Article
  • Open Access
31 Citations
7,369 Views
23 Pages

6 July 2023

Communication and information technologies have accelerated the implementation of electronic medical records, but at the same time, have put patient privacy, information security and health data at risk. An alternative to address the problem of secur...

  • Article
  • Open Access
7 Citations
3,935 Views
17 Pages

Access to an Electronic Health Record: A Polish National Survey

  • Maria Magdalena Bujnowska-Fedak and
  • Łukasz Wysoczański

In Poland, as in many countries around the world, e-health services are becoming more and more popular. Obligatory e-sick leave was implemented, followed by e-prescriptions and e-referrals. Therefore, it is worth considering the introduction of a com...

  • Article
  • Open Access
25 Citations
5,026 Views
18 Pages

Towards Secure Searchable Electronic Health Records Using Consortium Blockchain

  • Muneera Alsayegh,
  • Tarek Moulahi,
  • Abdulatif Alabdulatif and
  • Pascal Lorenz

20 April 2022

There are significant data privacy implications associated with Electronic Health Records (EHRs) sharing among various untrusted healthcare entities. Recently, a blockchain-based EHRs sharing system has provided many benefits. Decentralization, anony...

  • Feature Paper
  • Article
  • Open Access
2,641 Views
17 Pages

8 July 2025

Background: The effective use of electronic health records (EHRs) is an essential clinical skill, but medical schools have traditionally provided limited systematic teaching on the topic. Inefficient use of EHRs results in delays in diagnosis, fragme...

  • Article
  • Open Access
19 Citations
5,409 Views
20 Pages

With the growing utility of blockchain technology, the desire for reciprocal interactions among different blockchains is growing. However, most operational blockchain networks currently operate in a standalone setting. This fragmentation in the form...

  • Article
  • Open Access
14 Citations
4,525 Views
19 Pages

Optimized Identification of Advanced Chronic Kidney Disease and Absence of Kidney Disease by Combining Different Electronic Health Data Resources and by Applying Machine Learning Strategies

  • Christoph Weber,
  • Lena Röschke,
  • Luise Modersohn,
  • Christina Lohr,
  • Tobias Kolditz,
  • Udo Hahn,
  • Danny Ammon,
  • Boris Betz and
  • Michael Kiehntopf

12 September 2020

Automated identification of advanced chronic kidney disease (CKD ≥ III) and of no known kidney disease (NKD) can support both clinicians and researchers. We hypothesized that identification of CKD and NKD can be improved, by combining information...

  • Perspective
  • Open Access
7 Citations
5,464 Views
25 Pages

Improving the Quality and Utility of Electronic Health Record Data through Ontologies

  • Asiyah Yu Lin,
  • Sivaram Arabandi,
  • Thomas Beale,
  • William D. Duncan,
  • Amanda Hicks,
  • William R. Hogan,
  • Mark Jensen,
  • Ross Koppel,
  • Catalina Martínez-Costa and
  • Stefan Schulz
  • + 8 authors

15 September 2023

The translational research community, in general, and the Clinical and Translational Science Awards (CTSA) community, in particular, share the vision of repurposing EHRs for research that will improve the quality of clinical practice. Many members of...

  • Article
  • Open Access
1,622 Views
10 Pages

Exploring the Feasibility of an Electronic Tool for Predicting Retention in HIV Care: Provider Perspectives

  • Jacqueline Kromash,
  • Eleanor E. Friedman,
  • Samantha A. Devlin,
  • Jessica Schmitt,
  • John M. Flores and
  • Jessica P. Ridgway

Retention in care for people living with HIV (PLWH) is important for individual and population health. Preemptive identification of PLWH at high risk of lapsing in care may improve retention efforts. We surveyed providers at nine institutions through...

  • Article
  • Open Access
11 Citations
4,294 Views
23 Pages

Increasing the Density of Laboratory Measures for Machine Learning Applications

  • Vida Abedi,
  • Jiang Li,
  • Manu K. Shivakumar,
  • Venkatesh Avula,
  • Durgesh P. Chaudhary,
  • Matthew J. Shellenberger,
  • Harshit S. Khara,
  • Yanfei Zhang,
  • Ming Ta Michael Lee and
  • Ramin Zand
  • + 4 authors

30 December 2020

Background. The imputation of missingness is a key step in Electronic Health Records (EHR) mining, as it can significantly affect the conclusions derived from the downstream analysis in translational medicine. The missingness of laboratory values in...

  • Article
  • Open Access
16 Citations
6,955 Views
18 Pages

21 January 2022

Information sharing across medical institutions is restricted to information exchange between specific partners. The lifelong electronic health records (EHR) structure and content require standardization efforts. The existing standards such as openEH...

  • Proceeding Paper
  • Open Access
6 Citations
2,822 Views
3 Pages

Electronic Health Records Exploitation Using Artificial Intelligence Techniques

  • Carla Guerra Tort,
  • Vanessa Aguiar Pulido,
  • Victoria Suárez Ulloa,
  • Francisco Docampo Boedo,
  • José Manuel López Gestal and
  • Javier Pereira Loureiro

The exploitation of electronic health records (EHRs) has multiple utilities, from predictive tasks and clinical decision support to pattern recognition. Artificial Intelligence (AI) allows to extract knowledge from EHR data in a practical way. In thi...

  • Article
  • Open Access
608 Views
9 Pages

25 September 2025

New York State and New York City (NYC) developed hepatitis C (HCV) elimination plans to reduce premature deaths and new infections. NYC Health + Hospitals (NYC H + H), the municipal healthcare system for NYC serving over a million individuals annuall...

  • Article
  • Open Access
8 Citations
9,158 Views
30 Pages

Entity Attribute Value Style Modeling Approach for Archetype Based Data

  • Shivani Batra,
  • Shelly Sachdeva and
  • Subhash Bhalla

29 December 2017

Entity Attribute Value (EAV) storage model is extensively used to manage healthcare data in existing systems, however it lacks search efficiency. This study examines an entity attribute value style modeling approach for standardized Electronic Health...

  • Article
  • Open Access
17 Citations
4,636 Views
27 Pages

An Extended Semantic Interoperability Model for Distributed Electronic Health Record Based on Fuzzy Ontology Semantics

  • Ebtsam Adel,
  • Shaker El-Sappagh,
  • Sherif Barakat,
  • Jong-Wan Hu and
  • Mohammed Elmogy

Semantic interoperability of distributed electronic health record (EHR) systems is a crucial problem for querying EHR and machine learning projects. The main contribution of this paper is to propose and implement a fuzzy ontology-based semantic inter...

  • Article
  • Open Access
7 Citations
2,564 Views
20 Pages

15 May 2024

Personal identification is an important aspect of managing electronic health records (EHRs), ensuring secure access to patient information, and maintaining patient privacy. Traditionally, biometric, signature, username/password, photo identity, etc.,...

  • Article
  • Open Access
7 Citations
5,742 Views
18 Pages

21 September 2024

Background/Objectives: Managing chronic respiratory diseases such as asthma and chronic obstructive pulmonary disease (COPD) within the Spanish Sistema Nacional de Salud (SNS) presents significant challenges, particularly due to their high prevalence...

  • Article
  • Open Access
1,549 Views
23 Pages

10 December 2024

Electronic Health Records (EHRs: digital compilations of patient health status and diagnosis) are typically shared, analyzed, and stored on cloud servers. One operational challenge is to guarantee the accurate storage of EHRs, for instance, by utiliz...

  • Article
  • Open Access
14 Citations
5,320 Views
12 Pages

A Natural Language Processing Algorithm to Improve Completeness of ECOG Performance Status in Real-World Data

  • Aaron B. Cohen,
  • Andrej Rosic,
  • Katherine Harrison,
  • Madeline Richey,
  • Sheila Nemeth,
  • Geetu Ambwani,
  • Rebecca Miksad,
  • Benjamin Haaland and
  • Chengsheng Jiang

18 May 2023

Our goal was to develop and characterize a Natural Language Processing (NLP) algorithm to extract Eastern Cooperative Oncology Group Performance Status (ECOG PS) from unstructured electronic health record (EHR) sources to enhance observational datase...

  • Article
  • Open Access
8 Citations
4,351 Views
16 Pages

Hybrid Summarization of Medical Records for Predicting Length of Stay in the Intensive Care Unit

  • Soukaina Rhazzafe,
  • Fabio Caraffini,
  • Simon Colreavy-Donnelly,
  • Younes Dhassi,
  • Stefan Kuhn and
  • Nikola S. Nikolov

3 July 2024

Electronic health records (EHRs) are a critical tool in healthcare and capture a wide array of patient information that can inform clinical decision-making. However, the sheer volume and complexity of EHR data present challenges for healthcare provid...

  • Article
  • Open Access
51 Citations
7,388 Views
36 Pages

Electronic health record (EHR) systems are extremely useful for managing patients’ data and are widely disseminated in the health sector. The main problem with these systems is how to maintain the privacy of sensitive patient information. Due t...

  • Article
  • Open Access
44 Citations
5,214 Views
20 Pages

A Novel Blockchain-Based Healthcare System Design and Performance Benchmarking on a Multi-Hosted Testbed

  • Nihar Ranjan Pradhan,
  • Akhilendra Pratap Singh,
  • Sahil Verma,
  • Kavita,
  • Navneet Kaur,
  • Diptendu Sinha Roy,
  • Jana Shafi,
  • Marcin Wozniak and
  • Muhammad Fazal Ijaz

30 April 2022

As a result of the proliferation of digital and network technologies in all facets of modern society, including the healthcare systems, the widespread adoption of Electronic Healthcare Records (EHRs) has become the norm. At the same time, Blockchain...

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