AIMC Topic: Systematic Reviews as Topic

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Protocol for a systematic review on the methodological and reporting quality of prediction model studies using machine learning techniques.

BMJ open Nov 11, 2020
INTRODUCTION: Studies addressing the development and/or validation of diagnostic and prognostic prediction models are abundant in most clinical domains. Systematic reviews have shown that the methodological and reporting quality of prediction model s...
Systematic Reviews as Topic Humans Machine Learning Prognosis Bias Research Design
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Machine learning reduced workload with minimal risk of missing studies: development and evaluation of a randomized controlled trial classifier for Cochrane Reviews.

Journal of clinical epidemiology Nov 7, 2020
OBJECTIVES: This study developed, calibrated, and evaluated a machine learning classifier designed to reduce study identification workload in Cochrane for producing systematic reviews.
Machine Learning Algorithms Humans Workload Information Storage and Retrieval Databases, Bibliographic Randomized Controlled Trials as Topic Systematic Reviews as Topic
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Artificial intelligence and machine learning in orthopedic surgery: a systematic review protocol.

Journal of orthopaedic surgery and research Oct 19, 2020
BACKGROUND: Artificial intelligence (AI) and machine learning (ML) are interwoven into our everyday lives and have grown enormously in some major fields in medicine including cardiology and radiology. While these specialties have quickly embraced AI ...
Algorithms Forecasting Artificial Intelligence Machine Learning Systematic Reviews as Topic Orthopedic Procedures Animals Treatment Outcome Humans
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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...
Machine Learning Information Storage and Retrieval MEDLINE Natural Language Processing Systematic Reviews as Topic
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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.
Data Collection Data Accuracy Crowdsourcing Randomized Controlled Trials as Topic Systematic Reviews as Topic Research Design Biomedical Research Machine Learning Algorithms Humans
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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.
Systematic Reviews as Topic Automation Retrospective Studies Reproducibility of Results Humans Machine Learning
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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 Systematic Reviews as Topic Evidence-Based Medicine Humans Machine Learning
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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...
Plastic Surgery Procedures Systematic Reviews as Topic Artificial Intelligence Machine Learning Clinical Decision-Making Humans
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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....
Natural Language Processing Behavioral Medicine Humans Systematic Reviews as Topic Machine Learning
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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...
Pain Measurement Systematic Reviews as Topic Meta-Analysis as Topic Research Design Facial Expression Humans Infant Machine Learning
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