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Tag: machine

Karura: THE all-in-one DeFi hub of Kusama

The Karura Project has a lot to live up to. Winning Kusama’s first Parachain Auction in style (somewhat predictably, some might say), brings high expectations. Rather than shy away from the inevitable scrutiny such a victory evokes, Karura boldly self-proclaim as “THE all-in-one DeFi hub of Kusama”. This article explores just how deserving this mantle […]

The post Karura: THE all-in-one DeFi hub of Kusama appeared first on Coin Bureau.

Why Telemedicine Is the Future of Healthcare

From safety to ease of access, from reduced costs to AI-driven customized care, why virtual appointments are and will continue to be the proverbial win-win-win-win.

5 Key Skills Needed To Become a Great Data Scientist

Based on 10 years of my experience (learn to build those skills).

Stream Apache HBase edits for real-time analytics

Apache HBase is a non-relational database. To use the data, applications need to query the database to pull the data and changes from tables. In this post, we introduce a mechanism to stream Apache HBase edits into streaming services such as Apache Kafka or Amazon Kinesis Data Streams. In this approach, changes to data are […]

Write Clean Python Code Using Pipes

A short and clean approach to processing iterables.

Strains of the Week + Giveaway – 15th to the 22nd of December 2021

Think this through - 12 top strains, 15% off, and a wee giveaway. We've listened to your suggestions, and we've picked all this selection based on your comments.

The post Strains of the Week + Giveaway – 15th to the 22nd of December 2021 first appeared on Cannabis Seeds News.

KDnuggets™ News 21:n47, Dec 15: Building a solid data team; Stop Learning Data Science to Find Purpose and Find Purpose to Learn Data Science;...

In this issue: Building a solid data team; Stop Learning Data Science to Find Purpose and Find Purpose to Learn Data Science; AI, Analytics, Machine Learning, Data Science, Deep Learning Main Developments in 2021 and Key Trends for 2022 - Research, Technology, and Industry perspectives.

Top November Stories: Why Machine Learning Engineers are Replacing Data Scientists; 19 Data Science Project Ideas for Beginners

Also: Data Scientist Career Path from Novice to First Job; Design Patterns for Machine Learning Pipelines

Use the default IAM role in Amazon Redshift to simplify accessing other AWS services

Amazon Redshift is a fast, scalable, secure, and fully managed cloud data warehouse that makes it simple and cost-effective to analyze all your data using standard SQL. Amazon Redshift offers up to three times better price performance than any other cloud data warehouse, and can expand to petabyte scale. Today, tens of thousands of AWS […]

Data Science & Analytics Industry Main Developments in 2021 and Key Trends for 2022

We have solicited insights from experts at industry-leading companies, asking: "What were the main AI, Data Science, Machine Learning Developments in 2021 and what key trends do you expect in 2022?" Read their opinions here.

Feature Selection: Where Science Meets Art

From heuristic to algorithmic feature selection techniques for data science projects.

FDA Breakthrough Device Designation for Biology-Guided Radiotherapy (“BgRT”) Device

On December 1, 2021, RefleXion Medical, Inc. (“RefleXion”), announced that the U.S. Food and Drug Administration (“FDA”) has granted the company breakthrough device designation for its biology-guided radiotherapy (“BgRT”) for lung tumors.

The FDA breakthrough devices program:

is a voluntary program for certain medical devices and device-led combination products that provide for more effective treatment or diagnosis of life-threatening or irreversibly debilitating diseases or conditions.  The goal of the Breakthrough Devices Program is to provide patients and health care providers with timely access to these medical devices by speeding up their development, assessment, and review, while preserving the statutory standards for premarket approval, 510(k) clearance, and De Novo marketing authorization, consistent with the Agency’s mission to protect and promote public health.

Further details regarding the breakthrough devices program can be found here and here.

According to RefleXion, “the breakthrough potential of BgRT lies in its ability to detect and then immediately treat moving tumors.  It is the first and only technology to use injected radiotracers to produce active signals, called emissions, from each tumor to guide treatment delivery” and “aims to remove the uncertainty of guiding radiation delivery using images taken days before treatment.” Many patients with stage four cancer cannot use current forms of radiotherapy because existing technology is unable to efficiently track and treat multiple tumors.  “The unmet need in lung cancer is staggering,” said Todd Powell, president and CEO of RefleXion.  According to Cancer.Org, “[l]ung cancer is the most common cause of cancer-related death,” accounting for 25% of all cancer deaths in the United States.

As RefleXion explains, the use of PET emissions in BgRT to guide treatment makes the “cancer itself act as a fast, biological fiducial continuously signaling its locations even during motion.”  As the PET tracer collects in the tumor, “a series of positron annihilation events occur resulting in the emission of two photons almost 180 degrees to each other.”  The detector in the RefleXion X1 device finds these emissions and outputs images in real time.  A video of RefleXion’s X1 Machine (shown below), used for BgRT, can be seen here.

 

The post FDA Breakthrough Device Designation for Biology-Guided Radiotherapy (“BgRT”) Device appeared first on Knobbe Medical.

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