Healthcare Data Graph Database

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Modeling Healthcare Data with Graph Databases

(8 days ago) WEBGraph Databases! Graphs are perfect fo r storing and visualizing healthcare data models. They are designed to handle highly connected information, like patient records. If you are unfamiliar with …

https://www.tigergraph.com/blog/modeling-healthcare-data-with-graph-databases/

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An overview of graph databases and their applications in the …

(3 days ago) WEBCompares the performance of Oracle 11g and Neo4j over a hospital health-care system use case with a set of predefined queries with different join/subquery requirements. The study executes TigerGraph’s benchmark to evaluate RedisGraph against leading graph databases. Using graph data from Twitter and Graph500 …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8130509/

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Modeling Healthcare Data with Graph Databases

(9 days ago) WEBQuerying using graphs is extremely efficient and shows a huge improvement over standard techniques used for querying …

https://towardsdatascience.com/modeling-healthcare-data-with-graph-databases-3e3695bcae3c

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Graph4Med: a web application and a graph database for …

(9 days ago) WEBOur use case is a database of pediatric Acute Lymphoblastic Leukemia (ALL). Along routine patients’ health records it also contains results of latest technologies such as NGS data. We developed a suitable graph data schema to convert the relational data into a graph data structure and store it in Neo4j.

https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-022-05092-0

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Leveraging Graph Databases for Enhanced Healthcare Data …

(6 days ago) WEBIn contrast, graph databases have shown remarkable performance with interconnected data. Consequently, there is a belief that modeling health data as a whole on a graph database would produce excellent results. This preliminary study investigates how graph databases can efficiently manage health data by comparing simple data modeling and …

https://ieeexplore.ieee.org/document/10386297/

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Graph-Representation of Patient Data: a Systematic Literature …

(3 days ago) WEBSearch strategy. We used the keywords health records and graph with the synonyms medical record, patient record and all plural forms of the keywords for our database search in the databases MEDLINE, Web of Science, IEEE Xplore and ACM digital library. The fields, which were investigated with the search terms, were title and …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7067737/

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importance of graph databases and graph learning for clinical

(8 days ago) WEBBesides their data model, databases can be classified by their query language. A query language is used for the retrieval and access to data in databases. These query languages facilitate the access, manipulation, and creation of data in the database. In graph databases, the data model also influences the used query language.

https://academic.oup.com/database/article/doi/10.1093/database/baad045/7222237

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How Graph Analytics is Helping Improve Personalized Healthcare

(2 days ago) WEBAs a tool set, graph analytics prioritizes the relationships between the data—an arena where relational databases fall short. Data scientists and leaders in the healthcare industry can use the

https://www.cio.com/article/418948/how-graph-analytics-is-helping-improve-personalized-healthcare.html

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From Data to Wisdom: Biomedical Knowledge Graphs for Real …

(4 days ago) WEBGraph networks have rapidly gained traction in basic and translational data sets and there is high potential for graph databases to be applied in healthcare . (2019) Comorbidity prediction and validation using a disease gene graph and public health data. In: 2019 8th brazilian conference on intelligent systems (BRACIS). pp 860–865. 18.

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10191934/

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Building a Graph Database for Storing Heterogeneous Healthcare …

(2 days ago) WEBNoSQL databases are required to store the healthcare data which are voluminous, heterogeneous, and unstructured. This paper presents a graph-based data model to store patient–doctor relationships based on the treatment episodes. Based on the data model, we develop a mobile-based healthcare service delivery scheme.

https://link.springer.com/chapter/10.1007/978-981-15-7062-9_19

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The Appeal of Graph Databases for Health Care

(9 days ago) WEBIn mathematics and computer science, graphs have become a discipline all their own. Now their value for health care is emerging. Graph computing made a significant advance this past February in the form of a Graph Data Science (GDS) library for the free and open source Neo4j graph database. Graph databases are proving their value in …

https://www.openhealthnews.com/articles/2020/appeal-graph-databases-health-care

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Graph databases for large-scale healthcare systems: A framework …

(4 days ago) WEBDesigning a database system for both efficient data management and data services has been one of the enduring challenges in the healthcare domain. In many healthcare systems, data services and data management are often viewed as two orthogonal tasks; data services refer to retrieval and analytic queries such as search, …

https://ieeexplore.ieee.org/document/6818295

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Leveraging graph-based hierarchical medical entity embedding for

(Just Now) WEBTherefore, how to model EHR data with graphs and learn informative and effective representations of medical entities from graphs are of great interest and in increased demand by researchers and

https://www.nature.com/articles/s41598-021-85255-w

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Graph Database in Large Scale Healthcare System

(5 days ago) WEBWe propose a novel graph database design rationale, “3NF Equivalent Graph” (3EG) transform. This technique can automatically construct a graph database from an existing normalized relational database. We generate realistic and large scale synthetic healthcare data to simulate the current US healthcare systems.

https://ideal.ece.utexas.edu/pubs/pdf/2014/graph_database_in_healthcare.pdf

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Designing a 3D Healthcare Network Graph - Towards Data Science

(3 days ago) WEBThe heart of this visualization is the 3D-Force-Graph package. Built on top of ThreeJS and WebGL, this package makes generating force-directed graphs very simple. Like most web apps, this network graph visualization was built using HTML, JavaScript, and CSS. Let’s take a look at each of those components individually.

https://towardsdatascience.com/designing-a-3d-healthcare-network-graph-291e4f75e9a5

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Standardized electronic health record data modeling and …

(7 days ago) WEBA graph database begins by finding the first node and then performs traversals rather than joining several tables for querying the tree. Since the traversals cost is not determined by the database records number [74], graph databases theoretically tend to be more scalable than their relational equivalents for the OpenEHR server. For …

https://www.sciencedirect.com/science/article/pii/S1532046420302987

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Interactive data visuals - Institute for Health Metrics and Evaluation

(2 days ago) WEBIHME’s Guide to Global Burden of Disease (GBD) web-based tools. Our guide covers tools that are essential for analyzing GBD estimates and data sources. It also includes definitions for the measures and other dimensions of the data, value lists for each dimension, and more. IHME's data catalog. While our web-based tools can help with …

https://www.healthdata.org/data-tools-practices/interactive-data-visuals

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Graph Databases have Impact on HealthCare Sector

(4 days ago) WEBHealthcare sector startups are ripe for exploiting NoSQL graph databases. With a data model predicated on nodes/vertices and relationships/edges, graph databases provide a sturdy means to probe connections between entities, especially the farther removed from each other they are. Healthcare… Read more →

https://neo4j.com/news/graph-databases-impact-healthcare-sector/

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Data Infographics Agency for Healthcare Research and Quality

(9 days ago) WEBAHRQ's data infographics provide visual snapshots of health care trend data. These infographics highlight findings from the Agency’s Medical Expenditure Panel Survey (MEPS), the Healthcare Cost and Utilization Project (HCUP), and other AHRQ data sources. AHRQ’s infographics are available free of charge for posting on web sites, in …

https://www.ahrq.gov/data/infographics/index.html

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Data at WHO - World Health Organization (WHO)

(5 days ago) WEBA core component of WHO's support to Member States is to strengthen their capacity to collect, compile, manage, analyze and use health data mainly derived from population-bases and institution-based sources. World Health Survey Plus (WHS+) Civil Registration and Vital Statistics. Health Service data. COVID-19 question bank.

https://www.who.int/data/

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Healthcare Data Breach Statistics - HIPAA Journal

(3 days ago) WEBHealthcare Data Breaches by Year. Between 2009 and 2023, 5,887 healthcare data breaches of 500 or more records were reported to OCR. Those breaches have resulted in the exposure or impermissible disclosure of 519,935,970 healthcare records. That equates to more than 1.5x the population of the United States. In 2018, …

https://www.hipaajournal.com/healthcare-data-breach-statistics/

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Turning your relational database into a graph database

(8 days ago) WEBIn this tutorial, I’m going to guide you through transforming your relational database into a dynamic graph database in python. We will use the Amazon Products Dataset as an example, and extract entities from the products’ title to enrich the dataset and turn it into a graph.. To do this, we’ll leverage OpenAI’s GPT-3.5-turbo model, and we …

https://towardsdatascience.com/turning-your-relational-database-into-a-graph-database-c4cee3d5c6d2

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Modeling Healthcare Data with Graph Databases – Junctiv

(6 days ago) WEBGenerating the Data. In an ideal world, we could create this graph using real patient data; however, there are a number of rules and regulations that make working with patient data pretty hard. Instead, we can use the next best thing: synthetic data. Using Synthea, an open-source synthetic patient generator, we can create an entire …

https://junctiv.com/use-cases/modeling-healthcare-data-with-graph-databases/

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Suicide Data and Statistics Suicide Prevention CDC

(3 days ago) WEBSuicide deaths, plans, and attempts in the United States. More than 48,000 people died by suicide in 2021. That is 1 death every 11 minutes. 12.3 million adults seriously thought about suicide. 3.5 Show More. Data for race and Hispanic or Latino (Hispanic) origin should be interpreted with caution; studies comparing race and Hispanic origin

https://www.cdc.gov/suicide/facts/data.html

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World Development Indicators DataBank

(6 days ago) WEBWorld Development Indicators (WDI) is the primary World Bank collection of development indicators, compiled from officially recognized international sources. It presents the most current and accurate global development data available, and includes national, regional and global estimates. [Note: Even though Global Development Finance (GDF) is no longer …

https://databank.worldbank.org/source/world-development-indicators

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Choosing an AWS database service

(7 days ago) WEBAmazon Web Services (AWS) offers a growing number of database options (currently more than 15) to support diverse data models. These include relational, key-value, document, in-memory, graph, time-series, wide column, and ledger databases. Choosing the right database or multiple databases requires you to make a series of …

https://docs.aws.amazon.com/decision-guides/latest/databases-on-aws-how-to-choose/databases-on-aws-how-to-choose.html

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Healthcare knowledge graph construction: A systematic review of …

(4 days ago) WEBFor example, Zhang et al. built a coronavirus KG by integrating entities captured from Analytical Graph and CORD-19 databases. The aim of the proposed KG is to provide a tool for the exploration of coronavirus on the entity level. The inevitable application of big data to health care. JAMA. 2013; 309 (13):1351–2. doi: …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10225120/

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GenAI RAG Likes Explicit Relationships: Use Graphs! - Oracle Blogs

(8 days ago) WEBThis is what genAI RAG likes, explicit relationships, especially long chains of explicit relationships, which are very difficult to deal with in relational databases. Data and EXPLICIT relationships can be stored in what is called a Property Graph database. It can also be stored in an RDF Knowledge Graph database. 2.

https://blogs.oracle.com/database/post/genai-rag-likes-explicit-relationships-use-graphs

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[2405.11706] Increasing the LLM Accuracy for Question Answering

(2 days ago) WEBThere is increasing evidence that question-answering (QA) systems with Large Language Models (LLMs), which employ a knowledge graph/semantic representation of an enterprise SQL database (i.e. Text-to-SPARQL), achieve higher accuracy compared to systems that answer questions directly on SQL databases (i.e. Text-to-SQL). Our …

https://arxiv.org/abs/2405.11706

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Creating a GraphQL endpoint … within the database - Oracle Blogs

(8 days ago) WEBCreating the GraphQL schema. In the next step you are going to create the GraphQL schema, based on the HR.LOCATIONS table. It should be possible to perform the following 3 queries: get location by ID (a primary key lookup) get a location based on various criteria. get all locations.

https://blogs.oracle.com/developers/post/creating-a-graphql-endpoint-within-the-database

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Picking the Right Database Tech for Cybersecurity Defense

(1 days ago) WEBVarious graph representations of data evolved along with network data models in the 1970s, object-oriented databases in the 1980s, and graph database models in the 1990s, according to one survey

https://www.darkreading.com/cybersecurity-analytics/picking-right-database-tech-cybersecurity-defense

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Shopping graph optimization: The future of ecommerce SEO

(7 days ago) WEBThe semantic heart of this is the shopping graph as a product entity database. The Shopping Graph, a semantic, machine learning-based database, contains extensive product information and is

https://searchengineland.com/shopping-graph-optimization-ecommerce-seo-440611

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Australian government investigating 'large-scale ransomware' data

(1 days ago) WEBThe ABC can confirm e-script provider MediSecure is the health organisation at the centre of the large-scale ransomware data breach announced by the national cyber security coordinator on Thursday.

https://www.abc.net.au/news/2024-05-16/health-organisation-part-of-large-scale-ransomware-data-breach/103856582

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