AIMC Topic: Systematic Reviews as Topic

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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...
Systematic Reviews as Topic Information Dissemination Semantics Humans Machine Learning Databases, Genetic
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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...
Software Reproducibility of Results Sensitivity and Specificity Humans Information Storage and Retrieval Abstracting and Indexing Natural Language Processing Systematic Reviews as Topic Internet
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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...
Humans Workload Information Storage and Retrieval Abstracting and Indexing Reproducibility of Results Time Factors Systematic Reviews as Topic Machine Learning Software
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Exploring semantic deep learning for building reliable and reusable one health knowledge from PubMed systematic reviews and veterinary clinical notes.

Journal of biomedical semantics Nov 12, 2019
BACKGROUND: Deep Learning opens up opportunities for routinely scanning large bodies of biomedical literature and clinical narratives to represent the meaning of biomedical and clinical terms. However, the validation and integration of this knowledge...
Biological Ontologies Deep Learning Veterinarians One Health Systematic Reviews as Topic Knowledge Bases PubMed Semantics
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Toward systematic review automation: a practical guide to using machine learning tools in research synthesis.

Systematic reviews Jul 11, 2019
Technologies and methods to speed up the production of systematic reviews by reducing the manual labour involved have recently emerged. Automation has been proposed or used to expedite most steps of the systematic review process, including search, sc...
Evidence-Based Medicine Humans Machine Learning Systematic Reviews as Topic Practice Guidelines as Topic Automation
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Introducing RAPTOR: RevMan Parsing Tool for Reviewers.

Systematic reviews Jun 26, 2019
BACKGROUND: Much effort is made to ensure Cochrane reviews are based on reliably extracted data. There is a commitment to wide access to these data-for novel processing and/or reuse-but delivering this access is problematic.
Humans Software Natural Language Processing Systematic Reviews as Topic Automation
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A question of trust: can we build an evidence base to gain trust in systematic review automation technologies?

Systematic reviews Jun 18, 2019
BACKGROUND: Although many aspects of systematic reviews use computational tools, systematic reviewers have been reluctant to adopt machine learning tools.
Evidence-Based Practice Reproducibility of Results Trust Systematic Reviews as Topic Humans Machine Learning
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Refining humane endpoints in mouse models of disease by systematic review and machine learning-based endpoint definition.

ALTEX Apr 18, 2019
Ideally, humane endpoints allow for early termination of experiments by minimizing an animal's discomfort, distress and pain, while ensuring that scientific objectives are reached. Yet, lack of commonly agreed methodology and heterogeneity of cut-off...
Body Temperature Male Ethical Review Severity of Illness Index Sepsis Supervised Machine Learning Female Stroke Animal Welfare Animals Body Weight Random Allocation Mice, Inbred C57BL Time Factors Mice, Knockout Mice Systematic Reviews as Topic Disease Models, Animal
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Machine learning algorithms for systematic review: reducing workload in a preclinical review of animal studies and reducing human screening error.

Systematic reviews Jan 15, 2019
BACKGROUND: Here, we outline a method of applying existing machine learning (ML) approaches to aid citation screening in an on-going broad and shallow systematic review of preclinical animal studies. The aim is to achieve a high-performing algorithm ...
Humans Systematic Reviews as Topic Depressive Disorder Machine Learning Workload Algorithms Models, Animal Sensitivity and Specificity Animals Bibliometrics
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Extending PubMed searches to ClinicalTrials.gov through a machine learning approach for systematic reviews.

Journal of clinical epidemiology Jul 5, 2018
OBJECTIVES: Despite their essential role in collecting and organizing published medical literature, indexed search engines are unable to cover all relevant knowledge. Hence, current literature recommends the inclusion of clinical trial registries in ...
PubMed Sensitivity and Specificity Humans Information Storage and Retrieval Systematic Reviews as Topic Data Mining Machine Learning Meta-Analysis as Topic Clinical Trials as Topic Search Engine
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