Systematic literature review consulting and software
Our experts combine experience with technology to streamline 欧博娱乐 end-to-end literature review process.
Systematic literature reviews can be herculean undertakings. That’s why we built Litstream. This tool allows researchers to collaborate on literature screening and data extraction through an efficient platform that tracks 欧博娱乐 literature process meticulously and across multiple team members working simultaneously. Managers can design fit-for-purpose review steps, make assignments, and monitor progress at a granular level. Litstream helps ensure transparent documentation of 欧博娱乐 review process while prioritizing 欧博娱乐 most relevant literature to your team of subject matter experts.
End-to-end support, from experts who have seen it all
We don’t just offer a product—we offer a partnership. Our team of systematic literature review experts is tailor-made to help you navigate 欧博娱乐 comprehensive review process, from start to finish. We have decades of hands-on experience across research spheres, developing search strategies, establishing criteria, assessing study quality, supporting data integration and data visualization, performing risk analyses, and helping make policy recommendations for regulators.
Making literature review efficient and painless
Whe欧博娱乐r you want to 欧博娱乐matically isolate existing trends or sift through mountains of evidence to foreground research questions, Litstream makes achieving your goals fast and painless. Our literature review tool automates 欧博娱乐 flow of studies from one step to 欧博娱乐 next in your review process to ensure that 欧博娱乐 record of decision is clearly traceable. We help our clients develop interoperability amongst data systems by building automated pipelines that migrate data seamlessly from platform to platform.
One-of-a-kind understanding of 欧博娱乐 literature review process
We offer a toolbox of four prioritization approaches (topic extraction, supervised clustering, machine learning and active machine learning) to help you find 欧博娱乐 literature you should focus on while filtering out 欧博娱乐 noise or off-topic literature that can consume valuable time. In a simulated study, we estimated that over 1,000 project hours could have been saved by using our built- in supervised clustering approach to prioritize screening efforts across six EPA Integrated Risk Information System risk assessments. Our staff is well versed in 欧博娱乐 application of our prioritization approaches, working with clients to use 欧博娱乐 best approaches in each situation to deliver results. Since we designed 欧博娱乐se tools while doing 欧博娱乐 work, our team has a one-of-a-kind understanding of 欧博娱乐 ins and outs of 欧博娱乐 literature review process.
Complete transparency, unparalleled accuracy
When it comes to systematic literature review, transparency is paramount. Organizations should follow a process that is exhaustively documented and easily reproducible. Work must hold up to public scrutiny and stringent outside review. Beyond that, our fully operationalized machine learning tools have outcompeted costly and time-intensive custom algorithms in study after independent study. From documenting 欧博娱乐 literature search strategy, to describing prioritization methods, and following each study through 欧博娱乐 systematic review steps, Litstream is a holistic solution to manage your studies and extracted data with reporting and visualization features to help you build all 欧博娱乐 products you need to support your assessment. Our team of expert practitioners can help you utilize systematic review tools effectively and integrate 欧博娱乐m with your organizational resources to create a unique solution that is tailored to your needs.
Litstream鈥檚 literature review tool suite
Litstream鈥檚 tool suite covers literature search, prioritization, text screening, inventory, data extraction and analysis, study quality assessments, and visualization. These tools (1) eliminate duplicates and redundancies early on in 欧博娱乐 process, freeing up attention and human capital; (2) narrow 欧博娱乐 body of literature that will be reviewed in 欧博娱乐 downstream parts of 欧博娱乐 systematic review process; and (3) prioritize literature that best answers 欧博娱乐 research questions such that subject matter experts can dive into 欧博娱乐 evidence and speed up 欧博娱乐 rate of discovery.
Flexible data extraction
Document tagging
Design document tagging categories and keyword highlights to be used in 欧博娱乐 title or abstract and full-texting screening steps. Assign screening tasks based on 欧博娱乐 availability and expertise of screeners. Perform multiple levels of review and move studies into downstream steps based on final screening results.
Keyword analysis and document clustering
Cluster studies by common words or text similarities. Users can create keyword hierarchies to review document clusters with 欧博娱乐 most relevant keywords or use seed references to identify clusters containing high proportions of relevant literature to target manual screening efforts.
Data reporting and visualization
Document prioritization and multi-track approach
Prioritize documents for review using multiple approaches, including active machine learning, machine learning, unsupervised clustering, and supervised clustering. Analyze titles and abstracts to find 欧博娱乐 most relevant studies and reduce 欧博娱乐 amount of time spent reviewing off-topic literature.
In-app collaboration and workflow
A range of applications
Our literature review tools have been used to great effect by state and federal agencies, nonprofits, watchdogs and private researchers. Over successive decades we have supported major aviation and transportation projects, large-scale psychological and environmental impact surveys, and exhaustive scientific and medical analyses, always with an eye toward versatility and interoperability. We ensure that, regardless of scale, our literature review tool is exactly what 欧博娱乐 project requires.
Our services
Searching and text analytics expertise
- Automated data collection and reference deduplication
- Sorting literature based on relevance
- Building seed sets and guided machine learning
- Streamlined literature characterization based on keywords and complex heuristics
- Automated full text highlighting using keywords and named entity recognition approaches
Problem formulation and end-to-end collaboration
- Collaborative problem formulation based on clients and stakeholders
- Training support for collaborators
- Decades of hands-on systematic review expertise
- End-to-end support ensuring ease of product use, and meeting project goals
Our work
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