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AHRQ Research Studies
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Research Studies is a compilation of published research articles funded by AHRQ or authored by AHRQ researchers.
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1 to 2 of 2 Research Studies DisplayedGates A, Guitard S, Pillay J
Performance and usability of machine learning for screening in systematic reviews: a comparative evaluation of three tools.
Researchers explored the performance of three machine learning tools designed to facilitate title and abstract screening in systematic reviews (SRs) when used to eliminate irrelevant records and complement the work of a single reviewer. Using Abstrackr, DistillerSR, and RobotAnalyst, they found that the workload savings afforded in the automated simulation came with increased risk of missing relevant records. Supplementing a single reviewer's decisions with relevance predictions sometimes reduced the proportion missed, but performance varied by tool and SR. They recommend designing tools based on reviewers' self-identified preferences to improve compatibility with present workflows.
AHRQ-funded; 290201500001I.
Citation: Gates A, Guitard S, Pillay J .
Performance and usability of machine learning for screening in systematic reviews: a comparative evaluation of three tools.
Syst Rev 2019 Nov 15;8(1):278. doi: 10.1186/s13643-019-1222-2..
Keywords: Patient-Centered Outcomes Research, Health Services Research (HSR), Research Methodologies, Evidence-Based Practice, Comparative Effectiveness
Rundell SD, Goode AP, Friedly JL
Role of health services research in producing high-value rehabilitation care.
The overall purpose of this article is to present a framework to help clinicians, researchers, educators, and policy makers better understand the role of health services research in developing and evaluating evidence on value in rehabilitation. The authors believe that rehabilitation professionals have a great opportunity to increase their engagement in describing, evaluating, delivering, and disseminating high-value care, but there are several barriers they need to consider to be most successful.
AHRQ-Funded HS022982.
Citation: Rundell SD, Goode AP, Friedly JL .
Role of health services research in producing high-value rehabilitation care.
Phys Ther 2015 Dec;95(12):1703-11. doi: 10.2522/ptj.20150033..
Keywords: Health Services Research (HSR), Rehabilitation, Patient-Centered Outcomes Research, Comparative Effectiveness