Purpose: In light of the persistent disparity in the prevalence of radiation oncologists between rural and urban areas in the United States, we sought to characterize the geographic employment outcomes of the radiation oncology (RO) residency class of 2021.
Methods And Materials: We identified the employment positions accepted by 2021 RO residency graduates using publicly available information. Then, we classified each position as academic or nonacademic and determined the rural-urban continuum code and core-based statistical area (CBSA) of each position, residency program, and medical school associated with the 2021 graduates. Last, we compared the geographic employment outcomes of the 2021 class with those of the 2019 class.
Results: Most 2021 graduates accepted employment positions outside of the counties, CBSAs, and states in which they attended medical school or residency. A total of 116 graduates accepted nonacademic positions, and 65 graduates accepted academic positions. Nine graduates accepted fellowships and were excluded from this analysis. As with the class of 2019, most 2021 graduates (n = 104; 57.5%) accepted positions in the largest metropolitan areas, and few (n = 11; 6.1%) accepted positions in nonmetropolitan areas. Female residents were more likely to accept academic (48.9% vs 31.3%; P = .03) and academic main site (36.2% vs 21.6%; P = .05) positions than male residents. The distribution of jobs in both the 5 and 10 largest CBSAs was not significantly different from what would have been expected if jobs were equally distributed across the country on the basis of population (P = .81 and P = .87, respectively). However, the distribution was significantly different from what would have been expected if the distribution of such positions reflected the number of residents who graduated from residency programs in those CBSAs (P < .01 and P < .01, respectively).
Conclusions: As with the class of 2019, the majority of graduates in the class of 2021 accepted employment positions in large metropolitan areas. Relatively few graduates accepted positions in nonmetropolitan areas. How key RO stakeholders respond to the challenge of maintaining a stable supply of rural radiation oncologists while also ensuring that jobs available to graduating RO residents reflect their preferences will have a significant effect on the field going forward.
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http://dx.doi.org/10.1016/j.prro.2022.10.003 | DOI Listing |
Food Technol Biotechnol
December 2024
National Technological Institute of Mexico / Technological Institute of Tepic, Av. Tecnológico 2595, Col. Lagos del Country, C.P. 63175, Tepic, Nayarit, Mexico.
Plant-based beverages are water-soluble extracts of cereals, pseudocereals, seeds and legumes that resemble milk in appearance. However, these products have important differences compared to normal liquid milk, such as nutritional composition, sensorial properties and shelf-life stability. Increasing number of consumers are opting for these beverages due to lactose intolerance, milk protein allergies or lifestyle.
View Article and Find Full Text PDFFront Neurol
January 2025
Department of Neurosurgery, Tokyo Medical and Dental University, Bunkyo-ku, Japan.
Objective: Neurological deterioration after mild traumatic brain injury (TBI) has been recognized as a poor prognostic factor. Early detection of neurological deterioration would allow appropriate monitoring and timely therapeutic interventions to improve patient outcomes. In this study, we developed a machine learning model to predict the occurrence of neurological deterioration after mild TBI using information obtained on admission.
View Article and Find Full Text PDFJ Ultrason
December 2024
Faculty of Exercise Physiology, Department of Kinesiology and Sports Sciences, University of Miami, Coral Gables, United States.
Aim: The Nordic hamstring curl appears effective in reducing the incidence of injury in physically active young adults, likely through its capacity as an eccentric exercise to increase muscle stiffness. Although eccentric exercises have been shown to increase muscle stiffness, medium- and long-term Nordic hamstring curl training programs have not demonstrated an effect on muscle stiffness. This study examined the acute effects of a single session of Nordic hamstring curls on the stiffness of the biceps femoris, semitendinosus, and semimembranosus muscles using ultrasound shear wave elastography, an accepted method for measuring passive muscle stiffness.
View Article and Find Full Text PDFDent Traumatol
January 2025
Department of Endodontology, Maurice and Gabriela Goldschleger School of Dental Medicine, Tel Aviv University, Tel Aviv, Israel.
Background/aim: To explore transfer learning (TL) techniques for enhancing vertical root fracture (VRF) diagnosis accuracy and to assess the impact of artificial intelligence (AI) on image enhancement for VRF detection on both extracted teeth images and intraoral images taken from patients.
Materials And Methods: A dataset of 378 intraoral periapical radiographs comprising 195 teeth with fractures and 183 teeth without fractures serving as controls was included. DenseNet, ConvNext, Inception121, and MobileNetV2 were employed with model fusion.
Dent Traumatol
January 2025
Division of Pediatric and Preventive Dentistry, Centre for Dental Education and Research, All India Institute of Medical Sciences, New Delhi, India.
Background/aim: An injury sustained during sports activity can lead to the development of reinjury anxiety and hamper performance. Although tools exist to assess re-injury anxiety, a domain of interest in the field of sports medicine, research in the psychological impact of an orofacial injury is rudimentary. The present study envisaged to develop an instrument to assess the presence of reinjury anxiety following orofacial and dental injury in boxers aged between 10 and 16 years.
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