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Full-Text Articles in Engineering
Analysis Of The Epidemiology Of Playground-Related Injuries In Relation To Existing Playground Safety Standards: How Should We Address Safe Play?, Drew Filchner
Honors Theses
Play is widely acknowledged to provide children with various physical, emotional, social, and intellectual benefits. However, playgrounds are reported to be the leading location of unintentional recreation injuries to children aged 1-10. Over 185,000 children annually are being treated in emergency departments for playground injuries. These play-related injuries have remained stagnant according to epidemiology studies of the past three decades. Past epidemiological studies for playground injuries have been based on emergency department data, resulting in an underrepresentation of the magnitude of injuries occurring. This study utilizes the unique setting of an entire school district, providing a more comprehensive understanding of …
Perceptually Improved Medical Image Translations Using Conditional Generative Adversarial Networks, Anurag Vaidya
Perceptually Improved Medical Image Translations Using Conditional Generative Adversarial Networks, Anurag Vaidya
Honors Theses
Magnetic resonance imaging (MRI) can help visualize various brain regions. Typical MRI sequences consist of T1-weighted sequence (favorable for observing large brain structures), T2-weighted sequence (useful for pathology), and T2-FLAIR scan (useful for pathology with suppression of signal from water). While these different scans provide complementary information, acquiring them leads to acquisition times of ~1 hour and an average cost of $2,600, presenting significant barriers. To reduce these costs associated with brain MRIs, we present pTransGAN, a generative adversarial network capable of translating both healthy and unhealthy T1 scans into T2 scans. We show that the addition of non-adversarial …