000042289 001__ 42289 000042289 005__ 20240410081255.0 000042289 0247_ $$2doi$$a10.6083/bpxhc42289 000042289 037__ $$aIR 000042289 041__ $$aeng 000042289 245__ $$aImproving x-ray analysis throughput using object detection 000042289 260__ $$bOregon Health and Science University 000042289 269__ $$a2020 000042289 336__ $$aPresentation 000042289 520__ $$aSIGN Fracture Care International partners with surgeons in low-resource hospitals worldwide to provide access to effective orthopedic care. SIGN reaches across 52 countries and interacts with over 5,000 surgeons, but expanding their care has led to an overwhelming amount of medical data; SIGN's Online Surgical Database (SOSD) contains over 500,000 images spanning two decades and is continuing to grow. We apply machine learning tools to the SOSD to improve the throughput of radiograph analysis to assist SIGN in further expanding their reach and effectively helping surgeons and patients. 000042289 540__ $$fCC BY 000042289 542__ $$fIn copyright - joint owners 000042289 650__ $$aOrthopedics$$023320 000042289 650__ $$aMachine Learning$$011449 000042289 650__ $$aDeep Learning$$012734 000042289 650__ $$aFractures, Bone$$036511 000042289 650__ $$aArtificial Intelligence$$015109 000042289 650__ $$aRadiography$$025097 000042289 650__ $$aOrthopedics$$023320 000042289 650__ $$aDeep Learning$$012734 000042289 6531_ $$asurgery 000042289 6531_ $$aobject detection 000042289 6531_ $$adatabases 000042289 6531_ $$astatistical learning 000042289 692__ $$aPNNL Biological Sciences Division$$041376 000042289 7001_ $$aPope, Jenna$$uPacific Northwest National Laboratory$$041356 000042289 7001_ $$aSivaraman, Chitra$$uPacific Northwest National Laboratory$$041356 000042289 7001_ $$aRamirez, Edgar F.$$uPacific Northwest National Laboratory$$041356 000042289 7001_ $$aBrandi-Lozano, Juan$$uPacific Northwest National Laboratory$$041356 000042289 7001_ $$aShort, Joshua$$uPacific Northwest National Laboratory$$041356 000042289 7001_ $$aLewis, Isaac D.$$uPacific Northwest National Laboratory$$041356 000042289 7001_ $$aBarnes, Brian D.$$uPacific Northwest National Laboratory$$041356 000042289 7001_ $$aZirkle, Lewis G.$$uPacific Northwest National Laboratory$$041356 000042289 711__ $$aResearch Week$$uOregon Health and Science University$$d2020 000042289 789__ $$eIs supplement to$$w10.21037/jmai-20-2$$2DOI 000042289 789__ $$eIs supplement to$$w10.6083/5D86P095N$$2DOI 000042289 792__ $$a1. Bilbrey, J. A., Ramirez, E. F., Brandi-Lozano, J., Sivaraman, C., Short, J., Lewis, I. D., … Zirkle, L. G. (2020). Improving radiograph analysis throughput through transfer learning and object detection. AME Publishing Company. https://doi.org/10.21037/jmai-20-2 </br>2. Pope, J. (2020). Improving Radiograph Analysis Throughput using Object Detection. OHSU. https://doi.org/10.6083/5D86P095N 000042289 8564_ $$99afa65e7-5483-4a5c-b7f3-13cd09b63b10$$s1332055$$uhttps://digitalcollections.ohsu.edu/record/42289/files/ResearchWeek.2020.Pope.Jenna_Presentation.pdf 000042289 905__ $$a/rest/prod/5d/86/p0/95/5d86p095n 000042289 980__ $$aResearch Week