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Background Ambiguous or unnecessary radiologist recommendations for additional imaging (RAIs) can lead to excessive imaging use and diagnostic errors. Purpose To determine the cumulative impacts of multifaceted technology-enabled interventions aimed at optimizing RAI on RAI rate, actionability, and resolution over an 8-year period. Materials and Methods In this retrospective cohort study, conducted from January 2015 to December 2022, radiology reports from two tertiary hospitals (study site and control site) were analyzed. A series of quality improvement interventions, including radiologist education, electronic communication tools for tracking RAIs, and performance reports, were implemented at the study site but not at the control site. The RAI rate trend over time was compared between the sites using linear regression. Mixed-effects logistic regression was performed to assess the intervention impact on the RAI rate. RAI actionability and resolution were compared between the sites using the Fisher exact test. values were corrected using the Bonferroni method. Results Among 7 502 521 total radiology reports (1 323 459 patients) (study site, 3 608 977 reports and 660 051 patients; control site, 3 893 544 reports and 690 115 patients), the RAI rate of the study site decreased by 44%, from 10% (8202 of 81 586) to 5.6% (8972 of 159 599), but remained unchanged at the control site, at 10.9% (8757 of 80 030) vs 11% (16 978 of 153 711) (regression coefficient, -0.09; 95% CI: -0.1, -0.09; < .001). RAI rates declined with each successive intervention at the study site ( < .001), with regression coefficients decreasing progressively from -0.12 (95% CI: -0.14, -0.10) for the initial intervention to -0.81 (95% CI: -0.83, -0.78) for the final intervention. Recommendation actionability at the study site increased 7.6-fold (from 5.6% [19 of 340] to 42.3% [144 of 340]; < .001) but remained unchanged at the control site (from 15.0% [51 of 340] to 13.8% [47 of 340]; = .73). Actionable RAIs were more frequently resolved at the study site than at the control site (84.7% [122 of 144] vs 59.6% [28 of 47]; < .001). Conclusion Multifaceted interventions to optimize RAI improved the rate, actionability, and resolution of RAI. © RSNA, 2025 See also the editorial by Russell in this issue.
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http://dx.doi.org/10.1148/radiol.243750 | DOI Listing |
ACS Appl Mater Interfaces
September 2025
Surface Science Laboratory, Department of Materials and Geosciences, Technical University of Darmstadt, Peter-Grünberg-Straße 4, 64287 Darmstadt, Germany.
The performance of NiO-based electrocatalysts for the oxygen evolution reaction (OER) is strongly influenced by the interface between the metal support (current collector) and the catalyst layer, which modulates electronic properties and electrochemical activity. This study systematically investigates the solid-solid interface behavior of NiO thin films prepared by reactive magnetron sputtering on Pt, Au, and Ni, followed by electrochemical characterization. Stepwise NiO deposition and X-ray photoelectron spectroscopy reveal distinct band alignment and electronic structure differences at the metal-catalyst interface.
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Computational Biomedicine, Center for Thrombosis and Hemostasis (CTH), Mainz, Germany.
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Department of Neurology, University Hospital Carl Gustav Carus at Technische Universität Dresden, Dresden, Germany.
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