rens, Author at ASReview

Systematic review data of Smid et al.

Recreate the simulation study on the systematic review of Smid et al.. From pre-processing to the final dataset, dive into the complete process behind this publication.

Simulation study replicating Smid et al. with active learning

Scientific Papers, Simulation Studies, Special Use-CasesBy rens December 3, 2020

After manually screening 5050 studies, Smid et al included only 27 studies for their review. In the current study, both the Bayesian and logistic regression models found more than 80% of relevant publications after screening only 10% of all publications.

ASReview default settings: Naive Bayes + TF-IDF feature extraction — Zoom Details

Simulation Study to Determine Defaults

Scientific Papers, Simulation Studies, SoftwareBy rens September 16, 2020

To determine the defaults we performed a simulation study and Naive Bayes + TF-IDF model performed the best.

Researcher-in-the-loop for systematic reviewing

Introduction, Scientific PapersBy rens June 20, 2020

Combining human intelligence and machine learning into Researcher-in-the-loop machine learning. An effective technique for training models.

Interview in Fortune

Long readsBy rens May 13, 2020

Interview in Fortune In a time where a lot of research needs to be done as fast as possible, ASReview enables researchers to do exactly that. With the launch of the the covid19-extension, ASReview grasped international attention. Its impact was also discussed in an interview in Fortune magazine. See below for some excerpts of the…

CORD-19 Database

Data, Introduction, SoftwareBy rens April 24, 2020

The CORD-19 database is available in ASReview and can be used to search for relevant Corona-related publication using active learning.

The story behind ELAS

Long readsBy rens April 15, 2020 Leave a comment

The story behind ELAS Hey there! My name is Joukje Willemsen and I’m the creator of ELAS (the icon of ASReview) and the illustrations on the website. Who is ELAS? ASReview uses active learning and artificial intelligence, which can sound intimidating. Therefore, the challenge of designing the logo, was to capture both a modern and…

ASReview LAB

Featured, Introduction, SoftwareBy rens July 22, 2019

ASReview LAB is user-friendly software for exploring the future of AI in systematic reviews. The software implements an Oracle Mode, an Exploration Mode, and a Simulation Mode.

Read the Docs

Documentation, FeaturedBy rens January 6, 2019

All the documentation surrounding ASReview, from API to the Zen of ELAS, can be found within the Read the Docs. If you want to know more about ASReview, this is the place to be! Main topics include: An introduction, ASReview LAB, Features, Extensions & API