Swift Active Screener

SWIFT-Active Screener: reducing literature screening effort

Objectives: To evaluate the performance of SWIFT-ActiveScreener (ActiveScreener), a web-application that uses novel statistical and computational methods to prioritize articles for …

SWIFT-Active Screener: reducing literature screening effort …

SWIFT-Active Screener: reducing literature screening effort through machine learning for systematic reviews. Article type. Oral. Year. 2016 Seoul. Authors. Miller K 1, Howard B 1, Phillips J 1, Shah M 1, Mav D 1, Thayer K 2, Shah R 1. 1 Sciome, LLC, USA. 2 National Toxicology Program, NIEHS, USA. Abstract.

SWIFT-Active Screener: Accelerated document screening through active

Here we introduce SWIFT-Active Screener, a web-based, collaborative systematic review software application which uses a variant of active learning called certainty-based sampling to efficiently prioritize articles for screening, eliminating the need for an initial seed.

What is SWIFT-Active Screener?

SWIFT-Active Screener is a web-based, collaborative systematic review software application. It is intended to be used during the document screening phase of systematic review and scoping activities. SWIFT-Active Screener is designed to reduce the overall screening burden for a systematic review.

SWIFT-Active Screener: Accelerated document screening through active

To prioritize articles for review, SWIFT-Active Screener uses active learning, a type of machine learning that incorporates user feedback during screening. Meanwhile, a negative binomial model is employed to estimate the number of relevant articles remaining in …

NOAA Library: Research Services: Literature Screening

In an effort to make the screening more efficient, the NOAA Library provides access to SWIFT Active Screener. SWIFT is a web-based application, which integrates machine learning algorithms to save time by prioritizing the most relevant articles first. Through the use of the algorithms, SWIFT is also able to provide the screener with a real-time ...

SWIFT-Active Screener – Evidence Library – The EdTech Hub

SWIFT-Active Screener is a web-based, collaborative systematic review software application. Active Screener was designed to be easy-to-use, incorporating a simple, but powerful, graphical user interface with rich project status updates. What makes Active Screener special, however, is its behind-the-scenes application of state-of-the-art ...

How does SWIFT-Active Screener differ from SWIFT-Review?

SWIFT-Review and SWIFT Active Screener are separate software products, but both are used in the systematic review process. SWIFT-Review provides numerous tools to assist with problem formulation and literature prioritization. You can use SWIFT-Review to search, categorize, and prioritize large (or small) bodies of literature in an interactive ...

SWIFT-Active Screener: Accelerated document screening through active

SWIFT-Active Screener: Accelerated document screening through active learning and integrated recall estimation Brian E. Howard, Jason Phillips, Arpit Tandon, Adyasha Maharana, Rebecca Elmore, Deepak Mav, Alex Sedykh, Kristina Thayer, B. Alex Merrick, ...

SWIFT-Active Screener Knowledge Base

SWIFT-Active Screener is a web-based, collaborative systematic review software application. It is intended to be used during the document screening phase of systematic review and scoping …

SWIFT-Active Screener: Accelerated document …

SWIFT-Active Screener Knowledge Base

Using SWIFT-Active Screener to reduce the expense of

Conclusions: SWIFT-Active Screener is a valuable tool that reduces the human screening burden and increases the pace at which reviews are conducted. On average, users can save in excess of 50% of screening effort normally required, resulting in significant time and cost savings.

SWIFT-Active Screener – Evidence Library – Open …

Using SWIFT-Active Screener to reduce the expense of

Objectives: by employing a machine learning methodology called "Active Learning", and through a novel statistical method that can accurately estimate the percentage of relevant studies …

Using SWIFT-Active Screener to reduce the expense of

Objectives: by employing a machine learning methodology called "Active Learning", and through a novel statistical method that can accurately estimate the percentage of relevant studies screened, Active Screener can significantly reduce the overall screening burden compared to …

SWIFT-Active Screener: Accelerated document …

Conclusion SWIFT-Active Screener can result in significant time savings compared to traditional screening and the savings are increased for larger project sizes. Moreover, the integration of ...

Software tools for literature screening in systematic reviews …

DistillerSR, Covidence, and SWIFT Active Screener are the tools that support all mandatory features. These tools are preferred for screening references, but none of them are free. The best scoring free tool is Rayyan, which lacks one mandatory function: distinct title/abstract and full-text phases. The lowest scoring tools are those not ...

Sciome | Enabling Science via Analytical Informatics

SWIFT-Active Screener is a web-based, collaborative systematic review software application. Active Screener was designed to be easy-to-use, incorporating a simple, but powerful, …

What are key features of SWIFT-Active Screener?

B What are key features of SWIFT-Active Screener? Active Learning. Behind the scenes, Active Screener uses state-of-the-art statistical models designed to save screeners time and effort by automatically prioritizing articles as they are reviewed, incorporating user feedback to push the most relevant articles to the top of the list. It's user-friendly. You can quickly and […]

SWIFT-Active Screener: Accelerated document screening …

Methods: Here we introduce SWIFT-Active Screener, a web-based, collaborative systematic review software application, designed to reduce the overall screening burden required during …

SWIFT-Active Screener: reducing literature screening effort …

Objectives: To evaluate the performance of SWIFT-ActiveScreener (ActiveScreener), a web-application that uses novel statistical and computational methods to prioritize articles for inclusion, while offering guidance on when additional screening will …

SWIFT-Active Screener – Evidence Library – The EdTech Hub

SWIFT-Active Screener is a web-based, collaborative systematic review software application. Active Screener was designed to be easy-to-use, incorporating a simple, but …

How do I access SWIFT-Active Screener?

You do not need to install any software to use SWIFT-Active Screener. You simply need access to the internet to be able to access and use SWIFT-Active Screener.

SWIFT-Active Screener

SWIFT-Active Screener – Evidence Library – The EdTech Hub

SWIFT-Active Screener: Accelerated document screening …

To prioritize articles for review, SWIFT-Active Screener uses active learning, a type of machine learning that incorporates user feedback during screening. Meanwhile, a negative binomial …

How much does it cost to use SWIFT-Active Screener?

For pricing information about SWIFT-Active Screener, contact swift-activescreener@sciome.

What is SWIFT-Active Screener?

SWIFT-Active Screener is a web-based, collaborative systematic review software application. It is intended to be used during the document screening phase of systematic review and scoping …

SWIFT-Active Screener: Accelerated document screening through active

SWIFT-Active Screener can result in significant time savings compared to traditional screening and the savings are increased for larger project sizes. Moreover, the integration of explicit recall estimation during screening solves an important challenge faced by all machine learning systems for document screening: when to stop screening a ...