AIMC Topic: Systematic Reviews as Topic

Clear Filters Showing 151 to 160 of 211 articles

Using the contextual language model BERT for multi-criteria classification of scientific articles.

Journal of biomedical informatics Oct 13, 2020
BACKGROUND: Finding specific scientific articles in a large collection is an important natural language processing challenge in the biomedical domain. Systematic reviews and interactive article search are the type of downstream applications that bene...
Systematic Reviews as Topic Information Storage and Retrieval MEDLINE Machine Learning Natural Language Processing
View on PubMed DOI

Citation screening using crowdsourcing and machine learning produced accurate results: Evaluation of Cochrane's modified Screen4Me service.

Journal of clinical epidemiology Sep 30, 2020
OBJECTIVES: To assess the feasibility of a modified workflow that uses machine learning and crowdsourcing to identify studies for potential inclusion in a systematic review.
Machine Learning Algorithms Biomedical Research Data Accuracy Randomized Controlled Trials as Topic Crowdsourcing Humans Systematic Reviews as Topic Research Design Data Collection
View on PubMed DOI

The semi-automation of title and abstract screening: a retrospective exploration of ways to leverage Abstrackr's relevance predictions in systematic and rapid reviews.

BMC medical research methodology Jun 3, 2020
BACKGROUND: We investigated the feasibility of using a machine learning tool's relevance predictions to expedite title and abstract screening.
Humans Machine Learning Retrospective Studies Automation Reproducibility of Results Systematic Reviews as Topic
View on PubMed DOI

Machine learning for screening prioritization in systematic reviews: comparative performance of Abstrackr and EPPI-Reviewer.

Systematic reviews Apr 2, 2020
BACKGROUND: Improving the speed of systematic review (SR) development is key to supporting evidence-based medicine. Machine learning tools which semi-automate citation screening might improve efficiency. Few studies have assessed use of screening pri...
Research Mass Screening Humans Machine Learning Systematic Reviews as Topic Evidence-Based Medicine
View on PubMed DOI

The applications of machine learning in plastic and reconstructive surgery: protocol of a systematic review.

Systematic reviews Feb 28, 2020
BACKGROUND: Machine learning, a subset of artificial intelligence, is a set of models and methods that can automatically detect patterns in vast amounts of data, extract information and use it to perform various kinds of decision-making under uncerta...
Machine Learning Clinical Decision-Making Plastic Surgery Procedures Systematic Reviews as Topic Humans Artificial Intelligence
View on PubMed DOI

Semi-Automated evidence synthesis in health psychology: current methods and future prospects.

Health psychology review Jan 29, 2020
The evidence base in health psychology is vast and growing rapidly. These factors make it difficult (and sometimes practically impossible) to consider all available evidence when making decisions about the state of knowledge on a given phenomenon (e....
Systematic Reviews as Topic Behavioral Medicine Machine Learning Natural Language Processing Humans
View on PubMed DOI

Current state of science in machine learning methods for automatic infant pain evaluation using facial expression information: study protocol of a systematic review and meta-analysis.

BMJ open Dec 11, 2019
INTRODUCTION: Infants can experience pain similar to adults, and improperly controlled pain stimuli could have a long-term adverse impact on their cognitive and neurological function development. The biggest challenge of achieving good infant pain co...
Infant Pain Measurement Meta-Analysis as Topic Facial Expression Systematic Reviews as Topic Machine Learning Research Design Humans
View on PubMed DOI

Improving reference prioritisation with PICO recognition.

BMC medical informatics and decision making Dec 5, 2019
BACKGROUND: Machine learning can assist with multiple tasks during systematic reviews to facilitate the rapid retrieval of relevant references during screening and to identify and extract information relevant to the study characteristics, which inclu...
Information Dissemination Semantics Databases, Genetic Systematic Reviews as Topic Humans Machine Learning
View on PubMed DOI

Assessing the accuracy of machine-assisted abstract screening with DistillerAI: a user study.

Systematic reviews Nov 15, 2019
BACKGROUND: Web applications that employ natural language processing technologies to support systematic reviewers during abstract screening have become more common. The goal of our project was to conduct a case study to explore a screening approach t...
Abstracting and Indexing Natural Language Processing Reproducibility of Results Systematic Reviews as Topic Internet Humans Sensitivity and Specificity Information Storage and Retrieval Software
View on PubMed DOI

Performance and usability of machine learning for screening in systematic reviews: a comparative evaluation of three tools.

Systematic reviews Nov 15, 2019
BACKGROUND: We explored the performance of three machine learning tools designed to facilitate title and abstract screening in systematic reviews (SRs) when used to (a) eliminate irrelevant records (automated simulation) and (b) complement the work o...
Abstracting and Indexing Machine Learning Software Systematic Reviews as Topic Humans Workload Reproducibility of Results Information Storage and Retrieval Time Factors
View on PubMed DOI
Popular Topics
Recent Journals