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Pacific Northwest National Laboratory, Richland, WA, USA; Washington State University, Richland, WA, USA; SIGN Fracture Care International, Richland, WA, USA Contributions: (I) Conception and design: J Brandi-Lozano, C Sivaraman, LG Zirkle; (II) Administrative support: C Sivaraman; (III) Provision of study materials or patients: J Short, ID Lewis, BD Barnes, LG Zirkle; (IV) Collection and assembly of data: JA Bilbrey, EF Ramirez; (V) Data analysis and interpretation: JA Bilbrey, EF Ramirez; (VI) Manuscript writing: All authors; (VII) Final approval of manuscript: All authors. Correspondence to: Chitra Sivaraman. Pacific Northwest National Laboratory, 902 Battelle Boulevard, P.O. Box 999, Richland, WA, USA. Email: chitra.sivaraman@pnnl.gov.

Improving radiograph analysis throughput through transfer learning and object detection