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Simulation Study Switching between Models

Data, Scientific Papers, Simulation StudiesBy rensJuly 15, 2022

This systematic review focused on synthesizing information on studies that evaluated the performance of Active Learning compared to human reading.

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Simulation Study on Risk Analysis Documents

Scientific PapersBy sofieJanuary 10, 2022

ASReview conducted a simulation study on risk analysis documents to evaluate the time-benefit for the Royal Dutch Pharmacists Association.

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The Mega Meta project: Substance use, anxiety and depression

Data, Scientific Papers, Special Use-CasesBy sofieDecember 9, 2021

The MegaMeta project is a large scale project to review factors that contribute to substance use, anxiety and depressive disorders. Read more information on the search and screening protocol, hyperparameter tuning and post-processing used in this post.

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Systematic Review on Studies Evaluating the Performance of Active Learning within Systematic Reviews

Data, Scientific PapersBy sofieSeptember 17, 2021

This systematic review focused on synthesizing information on studies that evaluated the performance of Active Learning compared to human reading.

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Systematic Review on the Implementation of AI-aided Systematic Reviews in Clinical Guideline Development

Data, Scientific PapersBy sofieSeptember 17, 2021

The ASReview research team conducted a systematic review on the implementation of AI-aided Systematic Reviews within Clinical Guideline Development.

Using ASReview on your tablet
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AI-aided literature screening in medical guideline development

Scientific PapersBy rensJune 25, 2021

In a time of exponential growth of new evidence supporting clinical decision making, combined with a labor-intensive process of selecting this evidence, there is a need for methods to speed up current processes in order to keep medical guidelines up-to-date.

ASReview paper explosion
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Paper introducing the ASReview project

Featured, Scientific PapersBy rensFebruary 1, 2021

We show that by using active learning, ASReview can lead to far more efficient reviewing than manual reviewing, while exhibiting adequate quality. Furthermore, the presented software is fully transparent and open source.

Bayes theorem
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Simulation study replicating Smid et al. with active learning

Scientific PapersBy rensDecember 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
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Simulation Study to Determine Defaults

Scientific PapersBy rensSeptember 16, 2020

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

Human-in-the-loop
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Researcher-in-the-loop for systematic reviewing

Scientific PapersBy rensJune 20, 2020

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

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