SWIFT-Active Screener: Accelerated document screening through active ...
DOI: 10.1016/j.envint.2020.105623 Corpus ID: 214629581; SWIFT-Active Screener: Accelerated document screening through active learning and integrated recall estimation
Software tools for literature screening in systematic reviews in ...
Their support of 21 features was tested. Features were categorised as mandatory, desirable, and optional. 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 ...
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.
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Methods: Here we introduce SWIFT-Active Screener, a web-based, collaborative systematic review software application, designed to reduce the overall screening burden required during this resource-intensive phase of the review process.
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With a strong focus on harmonisation and straight-through processing, SWIFT plays an active role in market practices initiatives and provides expertise, products and services to support best practice. Read more Market practice Payments Market Practice Group Securities Market Practice Group Common Global Implementation International Securities Association for Institutional Trade Communication ...
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Nov 28, 2020Active learning for systematic review screening promises to reduce the human effort required to identify relevant documents for a systematic review. Machines and humans work together, with humans providing training data, and the machine optimising the documents that the humans screen.
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Software tools for literature screening in systematic reviews in ...
DistillerSR, EPPI-Reviewer, Covidence, and SWIFT Active Screener 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.
SWIFT-Active Screener: Accelerated document screening through active ...
View 1 peer review of SWIFT-Active Screener: Accelerated document screening through active learning and integrated recall estimation on Publons Big news! Your Publons™ profile is moving to the Web of Science™.
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Feb 19, 2022Screening was conducted in duplicate by two independent reviewers (JL, RE, LA, or DB) in SWIFT-Active Screener. The following data were manually extracted from the full text of included studies: Study design characteristics (study design, study duration) Study population characteristics (baseline health status, age, sample size, anthropometrics)
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SWIFT-Active Screener: Accelerated document screening through active learning and integrated recall estimation Published in: Environment International, May 2020 DOI: 10.1016/j.envint.2020.105623: Pubmed ID: 32203803. Authors: Brian E. Howard, Jason Phillips, Arpit Tandon, Adyasha Maharana, Rebecca Elmore, Deepak Mav, Alex Sedykh, Kristina Thayer, B. Alex Merrick, Vickie Walker, Andrew Rooney ...
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SWIFT-Active Screener: Accelerated Document Screening through Active Learning and Integrated Recall Estimation View session detail Author Block: R. Shah. Sciome LLC, Durham, NC. In the screening phase of systematic review, researchers use detailed inclusion/exclusion criteria to decide whether each article in a set of candidate citations is relevant to the research question under consideration.
SWIFT-ActiveScreener: research and development of an intelligent web ...
active screener has been used successfully to reduce the effort required to screen articles for systematic reviews conducted at a variety of organizations including the national institute of environmental health science (niehs), the united states environmental protection agency (epa), the united states department of agriculture (usda), the …
Using SWIFT-Active Screener to reduce the expense of evidence-based ...
Several new features have been planned for the software, and it will be developed, improved and maintained for the foreseeable future. Conclusions: SWIFT-Active Screener is a valuable tool that reduces the human screening burden and increases the pace at which reviews are conducted.
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In an effort to make the screening more efficient, Research Services provides access to SWIFT Active Screener. SWIFT is a web-based application, which integrates machine learning algorithms to save time. Through the use of seed articles and the screener's actions to include or exclude individual articles, SWIFT is able to prioritize articles ...
SWIFT-Active Screener: Accelerated document screening through active ...
SWIFT-Active Screener is a machine learning web app for document screening. • It uses one model to prioritize documents and another to estimate recall. • On average, 95% of relevant articles are revealed after screening 40% of the total. • Savings are increased on larger reviews with more references to screen. 1. Background
Artificial Intelligence in Evidence-Based Medicine | SpringerLink
Jul 31, 2021In the active learning scenario, it is also possible to estimate the current level of recall, so the users can decide when to stop screening, automatically excluding all remaining documents. Such functionality is available, for example, in SWIFT-Active Screener, litstream, and DistillerSR. However, the systematic review community hasn't established a widely accepted stopping criterion yet
SWIFT-Active Screener: Accelerated document screening through active ...
Here we introduce SWIFT-Active Screener, a web-based, collaborative systematic review software application, designed to reduce the overall screening burden required during this resource-intensive phase of the review process.
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SWIFT-Active Screener: Accelerated document screening through active ...
(22) SWIFT-review and SWIFT-Active Screener are a freely available interactive workbench that provides numerous tools to assist with problem formulation and literature prioritization. (23)...
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Environmental Chemicals and Autism: A Scoping Review of the Human and ...
Title and abstract screening was performed in SWIFT Active Screener by two reviewers (K.E.P. and A.L.B) until an estimated recall of 90% was achieved (i.e., the text mining and machine learning algorithms of SWIFT Active Screener estimated that at least 90% of the relevant studies were identified). The decision to cease screening upon reaching an estimated recall of 90% was determined ...
SWIFT-Active Screener - The Systematic Review Toolbox
Description 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.