Search Results - "Shumway, John W."

Machine Learning Applications in Head and Neck Radiation Oncology: Lessons From Open-Source Radiomics Challenges by Elhalawani, Hesham, Lin, Timothy A, Volpe, Stefania, Mohamed, Abdallah S R, White, Aubrey L, Zafereo, James, Wong, Andrew J, Berends, Joel E, AboHashem, Shady, Williams, Bowman, Aymard, Jeremy M, Kanwar, Aasheesh, Perni, Subha, Rock, Crosby D, Cooksey, Luke, Campbell, Shauna, Yang, Pei, Nguyen, Khahn, Ger, Rachel B, Cardenas, Carlos E, Fave, Xenia J, Sansone, Carlo, Piantadosi, Gabriele, Marrone, Stefano, Liu, Rongjie, Huang, Chao, Yu, Kaixian, Li, Tengfei, Yu, Yang, Zhang, Youyi, Zhu, Hongtu, Morris, Jeffrey S, Baladandayuthapani, Veerabhadran, Shumway, John W, Ghosh, Alakonanda, Pöhlmann, Andrei, Phoulady, Hady A, Goyal, Vibhas, Canahuate, Guadalupe, Marai, G Elisabeta, Vock, David, Lai, Stephen Y, Mackin, Dennis S, Court, Laurence E, Freymann, John, Farahani, Keyvan, Kaplathy-Cramer, Jayashree, Fuller, Clifton D

“…Radiomics leverages existing image datasets to provide non-visible data extraction via image post-processing, with the aim of identifying prognostic, and…”
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Augmenting Quality Assurance Measures in Treatment Review with Machine Learning in Radiation Oncology by Pillai, Malvika, Shumway, John W., Adapa, Karthik, Dooley, John, McGurk, Ross, Mazur, Lukasz M., Das, Shiva K., Chera, Bhishamjit S.

“…Pretreatment quality assurance (QA) of treatment plans often requires a high cognitive workload and considerable time expenditure. This study explores the use…”
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Demographics of ASTRO Student Members and Potential Implications for Future U.S. Radiation Oncology Workforce Diversity by Mattes, Malcolm D., Deville, Curtiland, Vega, Raymond B. Mailhot, Fung, Claire Y., Suneja, Gita, Shumway, John W., Chowdhary, Mudit, Shah, Chirag, Bates, James E., Mohindra, Pranshu, Siker, Malika L., Winkfield, Karen M., Vapiwala, Neha, Royce, Trevor J.

“…The radiation oncology workforce in the United States is comparatively less diverse than the U.S. population and U.S. medical school graduates. Workforce…”
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Prospective 5-Year Analysis of the United States Radiation Oncology Job Market Using the ASTRO Career Center Website by Shumway, John W., Royce, Trevor, Bates, James, Chhabra, Arpit M., Patel, Kirtesh R., Jones, Gavin, Vapiwala, Neha, Marwaha, Gaurav, Chowdhary, Mudit

“…We provide 5-year results of prospectively collected radiation oncology (RO) job opportunities and a longitudinal assessment of RO graduate numbers within the…”
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Impact of rescheduling hydrocodone-combination products in an urban Texas county healthcare system by Shumway, John W, Ran, Renzhong, McClusky, Jeff, Rafique, Zubaid, Dark, Cedric, Peacock, W Frank, Cintron, Alexie, Ludwig, Michelle

“…The objective of this study was to examine the rescheduling of hydrocodone-combination products (HCPs) and associated changes in prescriber patterns in an…”
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Effectiveness of intensity-modulated radiation therapy with simultaneous integrated boost in cervical cancer patients with PET positive lymph nodes by Shumway, John W, Echeverria, Alfredo E, Patel, Umang, Asper, Joshua, Bonnen, Mark, Ludwig, Michelle

“…Purpose It is standard for our department to offer intensity-modulated radiation therapy (IMRT) with simultaneous integrated boost (SIB) for all node-positive…”
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Feature Engineering for Interpretable Machine Learning for Quality Assurance in Radiation Oncology by Pillai, Malvika, Adapa, Karthik, Shumway, John W, Dooley, John, Das, Shiva K, Chera, Bhishamjit S, Mazur, Lukasz

“…Chart checking is a time intensive process with high cognitive workload for physicists. Previous studies have partially automated and standardized chart…”
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