Architecture
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A Natural Advantage: An Eye-Tracking Analysis of Indoor and Outdoor Spaces
Authors: Samuel Weisler. Mentors: Brandon Ro. Insitution: Utah Valley University. Contemporary architecture and design increasingly prioritize sustainable, healthy, and aesthetically pleasing indoor environments, acknowledging the fact that we spend most of our lives inside buildings. However, this research brings up a critical question: are we undervaluing the inherent beauty of the outdoors within our built environment? While the concept of beauty is a subject of heavy debate, the universal beauty of nature remains a constant. This study aims to substantiate the superiority of outdoor spaces over their indoor counterparts by comparing the visual appeal of AI-generated images. Specifically, it will create image pairs for five different activity categories: contemplation, recreation, social interaction, education, and creativity. Each image in the pair must embody essential elements: sunlight, biophilic components, and privacy. For each activity category, AI will be instructed to generate an outdoor space image and an indoor equivalent. Next, visual eye-tracking software will analyze these images, enabling us to quantitatively gauge their visual appeal. The analysis will provide insight into whether outdoor spaces surpass their indoor counterparts in aesthetics. Anticipating that outdoor spaces will exhibit greater visual appeal, this research carries valuable implications for the architectural and design industries. In a world increasingly focused on enhancing the human experience, these findings will advocate for the greater incorporation and prioritization of outdoor spaces in built environments. Increasing our access to outdoor living spaces will undoubtedly improve the quality of human experiences.
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Sacred Space Design and Spiritual Experience: A Study of Latter-Day Saint Temples
Authors: Colton Korpi. Mentors: Brandon Ro. Insitution: Utah Valley University. Background: The apparent design shift and style of LDS temples has changed over time moving from a traditional style into a modern era. The ornamentation and architectural style of these sacred spaces play a role in shaping the user's spiritual experience by creating a profound sense of connection to religious tradition. Insights into the evolutionary link between human perception and ornamentation inform this exploration. Architecture, initially rooted in shelter and protection, has evolved into an art form, encompassing subjectivity, creativity, and aesthetics. The effects of architecture on our psychological well-being, makes it an ideal venue to understand its influence on spiritual experiences.Purpose: The purpose of this study is to investigate how the presence of ornamentation and architectural style influences the experience of sacred ordinances within LDS temples.Method: A comprehensive study method combining surveys and Visual Attention Software (VAS) to investigate the effects of temple design on user experiences. Surveys will present participants ranging in age, race, and religious beliefs with questions and visual comparisons of diverse temple styles, form, levels of ornamentation, and site design. Complementing this, VAS will offer a technological perspective by analyzing visual attention patterns. The research includes a selection of LDS temples with varying architectural styles distributed geographically to minimize regional biases.Results: The primary hypothesis is that architectural styles and factors of LDS temples impact the emotional and spiritual experiences of visitors. These results could influence and impact the process and overall thought of designing sacred spaces Conclusion: By utilizing both traditional survey methods and VAS technology, this research aims to provide an understanding of how temple architecture shapes the spiritual journey of visitors. The outcomes could have broader implications for architectural design in sacred spaces and offer valuable insights into the evolving role of architecture in spiritual well-being in a contemporary context.
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Breaking Boundaries
Authors: Arawyn Walter. Mentors: Alexandra Giannell. Insitution: Utah Valley University. “Breaking Boundaries” is an abstract self portrait that describes the duality of distancing myself from relationships, juxtaposed to being entangled in the complex connections I have with family and friends. Boundaries, in my sense of the word, are barriers/rules that are set to make an individual feel comfortable, however these barriers can be complicated and are different from person to person. This piece explores my own personal struggle when it comes to setting boundaries for myself and being able to understand the boundaries of others. The two figures resting in the center of the piece expressing two versions of myself, one in action and one in rest revealing two mental states that portray the emotions showing two extremes of what relationships feel like to me. Parts of the work physically emerges from the canvas from my hands that are tangled up in string. The distance of the tangled and strained strings from the canvas comments on my state now and the physical distance I have put between myself and past relationships in order to feel a sense of freedom from the pressures they put on me and I put on myself.
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Pixels to Pillars: AI's Role in Architectural Design
Authors: Nathaniel Stucki. Mentors: Brandon Ro. Insitution: Utah Valley University. In the field of architectural design, the invention of artificial Intelligence or (AI) has sparked incredible amounts of curiosity and debate in regard to its potential impact on classical design principles. For this Project I will dive into the relationship between AI and classical Architecture and aim to determine whether AI can Measure up to the educated experts of classical architecture and how we can use AI as a tool for design.The project will unravel in three separate phases (1-3). Phase 1 will explore the interior and exterior images provided by AI when describing a building akin to the Pantheon because it is considered to be the pinnacle of beauty. The incremental process of refining the text prompt is essential to obtain quality images to continue into the subsequent phases.In phase 2, the VAS by 3M, will be used to assess which of the AI images are the most captivating for both the exterior images and the interior images. The winning interior image and the winning exterior image will then move on to phase 3.Phase 3 will take these AI images and compare them to photographs of the Pantheon VAS 3M. This phase will evaluate the extent that AI can pull attention and will offer insights into the potential utility for architects or designers to use in the design process during the conceptual phase.In conclusion, I expect findings will show VAS attention percentages are slightly skewed in favor of human design and, while AI can enhance the efficiency in the design process, it cannot replace years of classical training. Architects would be wise to, instead of resisting change, fully embrace AI as a tool for design enhancement. This study emphasizes the importance of collaboration between “man and machine” in shaping the future for architecture.
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Investigating Homeowner Contentment: Exploring areas for improvement in home design and construction
Authors: Josh Lythgoe. Mentors: Brandon Ro. Insitution: Utah Valley University. Is the average American content with their home? If not, why are they discontent? One study suggests that how one perceives their home has more impact on them than the actual physical makeup of their home. This research will be added to by determining how the average homeowner perceives their home, and whether or not they are content with their current home. This research will be executed via a survey with a target sample size of at least one-hundred individuals. Factors such as race, socioeconomics, gender, and education will be studied to see what correlations exist between these factors and contentment in each category. Participants will be gathered by posting the survey on various forms of social media, as well as distributing flyers in public locations and randomly selected neighborhoods. Homeowners will be directed to rate various aspects of their home in the following areas: aesthetics and beauty, layout and flow, spaciousness and comfort, timelessness and longevity, maintenance and upkeep, and neighborhood and location. An average will be taken from each category to assess homeowners contentment by topic. The expected results are that on average homeowners will be more discontent than content in each of the above mentioned categories. A statistical analysis will be conducted to look for correlations between who designed the home and contentment. There is an expected positive correlation between contentment with one's home if they were involved in the design process. Similarly, there is an anticipated positive correlation with contentment if an architect designed the home. This research will be used to help guide design professionals to know how they can improve owner contentment with homes being newly constructed and renovated. The findings will help raise awareness of whether or not the current method of designing and constructing houses is meeting the homeowner’s needs, and expectations.
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The Pagoda at Memory Grove Park Analytique
Authors: Sadie Stutz. Mentors: Ben Felix. Insitution: Utah Valley University. The Pagoda is a World War I memorial located in Memory Grove Park in Salt Lake City Utah. This structure was designed by Slack Winburn who was a WWI veteran and local architect in Salt Lake City. It was built in 1925 and is placed to the right after the entry gates of this park. The structure is built out of marble and has simple but intricate detail around the top of the entablature. The pedestal and urn placed in the middle of the structure was added in later years. As you walk around this pedestal you are able to read the names of those in Utah who have passed on and have fought for our country. This memorial is a very elegant and peaceful structure to pay tribute to those who have passed on. The purpose of this project was to study and research this structure. I went to the structure and measured the different details, I composed this analytique to show the beauty in this structure. This composition is done with pencil and watercolor. I have shown an enlarged Doric column, entablature, and pedestal. There is a flower motif of a forget-me-not flower that is repeated through the ornamentation on the entablature and on the pedestal. I have shown the floor plan and floor details with the broken pieces of colored marble which focuses your attention on the pedestal in the middle to remember these men who fought. In the center of the composition is an elevation of the entire structure, surrounded by rose bushes. file:///C:/Users/sadst/Downloads/Sadie%20Stutz%20-%20Pagoda%20Analytique.pdf
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Sodium to Potassium Ratio Is Associated with Increased Blood Pressure in Males but Not in Females
Authors: Karen Hoggan, Adia Migliori, Jonathan Harr, David Aguilar Alvarez. Mentors: David Aguilar Alvarez. Insitution: Weber State University. BackgroundElevated blood pressure (BP) is a significant risk factor for cardiovascular disease. The effects of high sodium (Na) intake on blood pressure are widely recognized. Of late, potassium (K) intake has gained recognition as a factor in hypertension. Recent studies have shown that the Na/K ratio consumed may be more predictive of hypertension than solely sodium intake. This study examines the association between the Na/K ratio and BP in males and females.MethodsWe utilized a cross-sectional design to evaluate self-reported two-day diet records for 73 male and 183 female students. Sodium and potassium intake were calculated using Diet and Wellness Plus. BP measurements were taken from each participant. Partial correlations were conducted between systolic (SBP) and diastolic blood pressure (DBP), and the following variables: Na, K, and Na/K. SBP means were compared between high sodium consumers and low sodium consumers with the same Na/K ratio using independent samples t-test.ResultsNeither male nor female participants’ SBP or DBP were associated with Na or K intake (p>0.05). However, an increased Na/K ratio was associated with higher DBP in males (r=0.254, p=0.29), but not in females (r=0.04 p=0.79). When the Na/K ratio was paired, participants who consumed over 3000 mg of sodium had a significantly higher SBP (121.1 ± 12.9) than those who consumed less than 3000 mg (115.9 ± 10.7, p=.004).ConclusionsConsumption of Na and K may affect male and female BP differently. In males, the Na/K ratio was predictive of increases in blood pressure. Although Na/K ratio seems to be more predictive of this parameter, within the same Na/K ratio, having lower sodium consumption was associated with lower SBP. This illustrates the complex interaction between BP regulation and nutrition, emphasizing the significance of both lowering sodium intake and maintaining a balanced Na/K ratio for optimal heart health.
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How different students' groups perceive learning in out-of-class collaborative environment?
Authors: Sophia Kramer, Violeta Vasilevska. Mentors: Violeta Vasilevska. Insitution: Utah Valley University. Preliminary literature review showed that studies have been conducted following either elementary or middle/high school students’ after-school math programs. However, this preliminary lit review did not provide any relevant comparison of the data collected from these students’ groups. In this study, we will conduct two after-school meetings with elementary and high school students in the spring semester. During the meetings, students will be working collaboratively on hands-on, discovery math activities. This hands-on learning experience will be adjusted for different grade levels. Both student groups will be given a pre-survey consisting of attitude questions. They will assess perceptions about learning that occurs in after-school (out-of-classroom) learning environments that encourage mathematical thinking and collaboration. At the end of each after-school meeting, students will be given a post-survey (that will contain some questions matching the pre-survey ones). The collected survey data will be compared to examine the different responses resulting from the two different age groups, maturity levels, gender, etc. Survey results will be used to obtain observations about the effect of such after-school programs on student attitude toward math.In this presentation, we present the preliminary data collected during the first after school meeting held at the beginning of the spring semester and provide a comparison of the collected data. Additional meetings and surveys will be conducted later in the semester.
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Gender disparities in the pursuit of biology at UVU
Authors: Eden Backman, Britt Wyatt, Kandace Flanary, Jessica Cusick, T Heath Ogden, Joshua Premo. Mentors: Joshua Premo. Insitution: Utah Valley University. Utah Valley University serves a unique student population where ~70% of students are Latter-Day Saints (LDS) and ~30% are non-traditional (over the age of 24) (UVU IR, 2023). Compared to the overall 1.6% of LDS individuals in the United States (Pew Research Center, 2023), the identities of UVU students are vastly underrepresented in education research that has been conducted at other institutions. This is especially important as the LDS religion has been related to one of the most conservative religious groups concerning gender roles (Heaton, Bahr, and Jacobson 2004). Additionally, recent preliminary analysis of public institutional data from Utah universities indicates that UVU is graduating more men than women in biology, drastically contrasting other Utah university and national trends. In Utah, the STEM workforce has seen a significant 20% increase since 2016 (UWLP, 2022). However, it's important to note that during this period of expansion, men have disproportionately reaped the benefits in terms of STEM career opportunities. According to IWPR (2019), men in Utah are 2.5 times more likely to secure a STEM career compared to women. Furthermore, in 2020, STEM careers in Utah boasted median annual wages that were over twice as high as those in other occupations, which has direct implications for individuals' lifetime earnings and social capital. Given this information, we questioned why women were not choosing educational paths that will promote a career in STEM? If they are choosing STEM majors, then what are the factors that promote women to leave STEM during their undergraduate careers? This research project focuses on trying to answer these questions specifically at Utah Valley University (UVU). UVU’s biology program reflects similar patterns that are seen in the STEM workforce in Utah. UVU’s biology program was graduating twice as many men compared to women during the most recent academic year (2022-23)(UVU IR). This was the lowest percentage of women earning a four-year biology degree when compared to all other Utah institutions (USHE, 2023). The following research questions were addressed to help inform our understanding of why inequities in degree attainment by gender are being seen at UVU: 1) Are women less accepting of biological ideas (evolution, vaccines, climate change, etc.) that may be impacting women’s pursuits of biology? 2) Are there differences in how women are relating to science (motivation, immersion, or integration) that may be impacting their pursuit of biology? 3) Are there differences in political orientation or religious affiliation that may be impacting women’s pursuits of biology? To answer these questions, we collected data from 1,455 students (22% were biology majors) enrolled in biology classes at UVU in Fall 2023. Comparisons were made using independent samples t-test (with Bonferroni adjustments) to see the extent to which factors varied between men and women both within and outside of the biology major. In contrast to expectations, results for research question #1 show that women biology majors did not agree with science less than men. In fact, women strongly agreed with several science ideas at a higher rate than did men. These ideas included environmental concern and climate change (women = 66% vs. Men = 41%) and vaccination (women = 63% vs. Men = 48%). This result suggests that differences in acceptance of science ideas may not be driving the differences in degree attainment in biology. If anything, these results suggest that women should be more likely to continue in the biology major compared to men. In addition, when students’ immersion (sense of belonging and science identity) in science was assessed by gender women were slightly higher than men with about 8% more strongly agreeing to being immersed in science. This finding suggested that women are not experiencing lower immersion as a potential factor impacting degree attainment. Further examination of additional factors is underway. This study highlights that there are specific factors that may be contributing to gender disparities in biology bachelor's degree attainment at UVU. We recommend specific interventions targeting areas of differences in the biology program to provide additional scaffolds and supports to promote more equitable career trajectory and lifetime earnings for women pursuing Biology at UVU.
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Examination of Effort Belief and Self-Competence in Classrooms Using Mastery-Based Grading and Active Learning
Authors: Grant Hendrickson, Christian Moody, Nellie Bowman, Nick Jeffery, Cairo Ziebarth, Joel Davis, Melissa Reeves, Heather Wilson Ashworth. Mentors: Heather Wilson Ashworth. Insitution: Utah Valley University. Self-competence and effort belief may impact student motivation and success in introductory chemistry courses. Self-competence is the need to feel efficacious and capable3. Effort belief is the concept that working harder at a task produces better results4. Mastery-Based Grading (MBG), a nonconventional grading method, provides multiple opportunities for students to show mastery of the course learning objectives5. This research examines the effect of Mastery-Based Grading (MBG) in an active learning classroom on student's self-competence and effort belief compared to that of a conventional grading (CG) approach in a traditional lecture-based classroom. Hypothesis: MBG leads to increased student self-competence and effort belief compared to CG courses. Self-determination1 and expectancy-value theories2 provide the context for understanding the self-competence and effort belief data. At a private midwestern college, general chemistry students in an active learning, MBG course (53 students) and a lecture course (48 students) with a conventional grading policy were studied using a mixed methods approach. Surveys containing Likert and reflection questions were given during week 3 and 14 of the semester. A coding scheme was developed, and reflection questions were coded to consensus. Coded data had a Pearsons coefficient greater than 0.76. Results: Notably, students with initially low self-competency Likert scores showed significant improvement (p=0.01) in the MBG-active course, but not in the conventional course. No significant improvement was observed in students' effort-belief scores as the scores were high at the beginning and stayed high at the end of the semester. In response to the reflection question, “Do you believe you have the ability to be successful in this course?”, there was a 15.35 percent increase in responses that reflected effort-belief in the MBG active learning course. This theme was absent in CG courses throughout the semester. It is noteworthy that MBG students recognized (14.29% compared to pre-reflections) the specific components of the course structure that helped students succeed. This early explorative data suggests that students in active learning MBG courses may experience an increase in self-competence and perceived effort belief compared to their counterparts in traditional classes. 1Deci, E. L., Vallerand, R.J., Pelletier, L.G. & Ryan, R.M. (1991). Motivation and education: The self-determination perspective. Educational Psychologist, 26, 325-346. 2Eccles (Parsons), J. (1983). Expectancies, values, and academic behavior. in J.T. Spence (Ed.) Achievement and Achievement Motivation. San Francisco: W.H. Freeman. 3Ferrell, Brent and Jack Barbera. (2017). Analysis of students’ self-efficacy, interest, and effort beliefs in chemistry. Chemistry Education Research and Practice, 16; 31-337. 4Skinner, E., Saxton, E., Currie, C., & Shusterman, G. (2017). A motivational account of the undergraduate experience in science: brief measures of students’ self-system appraisals, engagement in coursework, and identity as a scientist. International Journal of Science Education, 39(17), 2433-2459. 5Toledo, S., & Dubas, J. M. (2017). A learner-centered grading method focused on reaching proficiency with course learning outcomes. Journal of Chemical Education, 94(8), 1043-1050.
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Trends in NGS Testing
Authors: Diya Garg, Chadi Hage Chehade, Yeonjung Jo, Georges Gebrael, Nishita Tripathi, Beverly Chigarira, Arshit Narang, Vinay Matthew Thomas, Gliceida Galarza Fortuna, Patrick Campbell, Clara Tandar, Ayana Srivastava, Nicolas Sayegh, Sumati Gupta, Benjamin L. Maughan, Soumyajit Roy, Neeraj Agarwal, Umang Swami. Mentors: Neeraj Agarwal. Insitution: University of Utah. Trends in tumor NGS genomic testing at diagnosis of metastatic prostate cancer (mPC) and urothelial carcinoma (mUC) Diya Garg1, Chadi Hage Chehade1, Yeonjung Jo1, Georges Gebrael1, Nishita Tripathi1, Beverly Chigarira1, Arshit Narang1, Vinay Matthew Thomas1, Gliceida Galarza Fortuna1, Patrick Campbell1, Clara Tandar1, Ayana Srivastava1, Nicolas Sayegh1, Sumati Gupta1, Benjamin L. Maughan1, Soumyajit Roy1, Neeraj Agarwal1, Umang Swami1 1Huntsman Cancer Institute at the University of Utah, Salt Lake City, UT; Objectives: Next-generation sequencing (NGS) can allow receipt of approved targeted therapies and recruitment into clinical trials and aid with prognostication and response to therapy. In mPC, the presence of homologous recombination repair (HRR) alterations can render patients (pts) eligible for PARP inhibitor therapies [PMID: 37442702]. In mUC, genomic alterations in FGFR3 or FGFR2 can make them eligible for erdafitinib [PMID: 31340094]. Multiple agents have tumor agnostic approvals for molecular specific alterations. Herein, we aim to analyze the current trends in NGS testing in both mPC and mUC. Methods: A de-identified nationwide Flatiron Health Electronic Health Record (EHR)-derived database was used to extract pt-level data. Eligibility: pts diagnosed with mPC or mUC and receiving treatment for their disease between March 2015 and December 2022. The NGS test was considered performed at diagnosis if completed within a year of the initial metastatic disease diagnosis. A two-sided 95% confidence interval (CI) was calculated using Clopper and Pearson method. The analysis was done using R version 4.2.3. Results: The study included 11,936 and 6,340 pts in the mPC and mUC cohorts, respectively. For mPC, the rate of NGS testing among men in 2015 was only 1.3% (95% CI 0.7-2.1%). This rate steadily increased, plateauing between 2021 and 2022 at 28% (95% CI 25.8-30.3%) and 27.1% (95% CI 24.5-29.8%), respectively. NGS testing was mainly performed on samples from primary prostate tissue (46.1%), followed by blood (32.8%) and saliva (0.1%) or from any of these 3 sites (2.9%). In the mUC cohort, the rate of testing among pts in 2015 was 6.7% (95% CI 4.8-8.9%). However, by 2021 and 2022, the rates had improved, reaching 46.8% (95% CI 43.5 – 50.2%) and 46.5% (95% CI 42.5-50.5%), respectively. Samples for NGS testing were mainly obtained from primary bladder tissue (72.8%), followed by blood (15.6%), or from both sites (0.2%). The sample source for testing was unknown in 18.1% and 11.4% of cases in mPC and mUC, respectively. Conclusions: In this large real-world analysis, we show that while the rate of NGS testing has improved over time, the majority of pts do not undergo NGS testing in both mPC and mUC cohorts. Addressing barriers to NGS testing remains an unmet need. Incorporating tumor genomic testing into the standard of care management can optimize treatment selection, prognostication, and access to clinical trials.
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Optimization of Cell-free Protein Synthesis of RNAse Inhibitors for Inexpensive, At-home Glutamine Biosensor Tests for Cancer Treatment Monitoring
Authors: Chad Hyer, Bradley Bundy, Tyler Free. Mentors: Bradley Bundy. Insitution: Brigham Young University. Current trends in healthcare suggest a movement towards point of care treatment and diagnosis. This transition towards local or even at-home testing necessitates dramatic decreases in costs of diagnostic methods. Cell-free protein synthesis (CFPS) systems prove a potential tool for bringing diagnostic solutions to patients by providing patients with inexpensive, easy to use, and accurate tests that can be stored for long periods of time at ambient temperature. These CFPS diagnostic methods rely on the production of biosensor proteins using isolated molecular machinery from bacterial cell lysates and necessary substrates. When combined with human body fluids, these biosensors can detect the presence of important biomarkers of disease, aiding in diagnosis.CFPS systems, however, can prove difficult to use with human body fluids as CFPS systems rely on mRNA directed production of proteins, and human samples contain significant concentrations of RNAses which inhibit the production of biosensor proteins, preventing proper test results. Traditionally, this issue can be remedied in a CFPS system using commercially sourced RNAse inhibitors, but these inhibitors dramatically increase prices. Here we report on our production of RNAse inhibitors within a CFPS system to decrease costs of CFPS diagnostics by 90%. In our work, we report on the optimization of reaction conditions for producing RNAse inhibitors within a CFPS glutamine biosensor for use as a cancer treatment monitoring diagnostic. Using our methods, we expect to be able to dramatically reduce the cost of CFPS based diagnostic tools, helping empower the shift to affordable point of care healthcare.
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Raman spectroscopic analysis of fixed lung cancer sections
Authors: Eliza Ballantyne, Maria Lizio, Anshuman Chaturvedi. Mentors: Dustin Shipp. Insitution: Utah Valley University. We evaluate techniques for enhancing performance of Raman based classifiers of lung cancer and compare them to results from immunohistochemistry and hematoxylin and eosin (H&E) staining for fixed samples. In the United States, more patients die from lung cancer than from any other type, although it ranks as the third most common cancer. For patients with lung cancer, preserving the healthy bronchioles where cancer usually forms is vital to continued lung function. Raman spectroscopy is already a valuable asset in distinguishing between healthy tissue and many types of cancer and decreases discrepancies between diagnosis, saving medical resources and improving patient outcome. Lung cancer is especially challenging for Raman spectroscopy, in part because tar fluorescence often overpowers critical chemical features. We introduce measurement and classification approaches as the first step to overcome this challenge and create reliable Raman based classifiers for lung cancer. By working with fixed tissue sections, we avoid tar fluorescence and demonstrate the ability to detect tumors and premalignant abnormalities in lung tissue. These samples allow collaboration between adjacent sections in both H&E staining and immunohistochemistry. Furthermore, additional measurements of fixed sections can be acquired at any time. These advantages provide flexibility to acquire more detailed training sets, include more detail of any borderline cases, and compare Raman spectroscopy to more specialized histopathological techniques.
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Detecting microbeads in a dynamic fluid system
Authors: Caroline Torgersen, Tyler O'Loughlin, Ellie Evans, Vern Hart, Clint Flinders. Mentors: Vern Hart. Insitution: Utah Valley University. Stage-IV cancers are commonly identified by tumors having metastasized to other parts of the body. However, studies have shown that cancerous tissues often release “seeds” of circulating tumor clusters (CTCs) into the cardiovascular and lymphatic systems long before metastasized sections of the tumor are identifiable. These CTCs can circulate or remain dormant for long periods of time, even after the lesion is excised. In addition, these structures exist on scales that are not currently identifiable using conventional imaging modalities and are only detectable after being isolated. To address this issue, we demonstrate a simple optical diffraction system utilizing visible laser light and a beam profiler to collect speckle images from polystyrene microbeads (mimicking CTCs) flowing through an IV tube (mimicking a vein or artery). These scattering images were used to train a convolutional neural network, which was able to distinguish bead sizes ranging from 30 to 120 microns (comparable to the diameter of CTCs). A Softmax classifier was included with multiple target categories corresponding to different clusters sizes. As blood cells are significantly smaller (5-20 microns), this system could be used to non-invasively identify the presence of larger scatterers in a blood stream in situ, indicating the presence of CTCs, and providing a potential diagnostic biomarker for early-stage cancer.If a oral presentation is not available we would still love to present a poster.
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Comparative effectiveness of ChatGPT 4.0 and medical oncologists in telemedicine-based management of metastatic prostate carcinoma (mPC).
Authors: Richard Ji, Emre Dal, Ayana Srivastava, Beverly Chigarira, Chadi Hage Chehade, Arshit Narang, Georges Gebrael, Neeraj Agarwal, Umang Swami, Haoran Li. Mentors: Neeraj Agarwal. Insitution: University of Utah. Comparative effectiveness of ChatGPT 4.0 and medical oncologists in telemedicine-based management of metastatic prostate carcinoma (mPC).Richard Ji1, Emre Dal1, Ayana Srivastava1, Beverly Chigarira1, Chadi Hage Chehade1, Arshit Narang1, Georges Gebrael1, Neeraj Agarwal1, Umang Swami1, Haoran Li21Huntsman Cancer Institute at the University of Utah, Salt Lake City, UT;2University of Kansas Cancer Center, Westwood, KSBackground: The advent of telemedicine, accentuated during the COVID-19 pandemic, offers a prospective modality, especially when synergized with artificial intelligence (AI) tools such as ChatGPT 4.0. In this investigation, we sought to investigate the proficiency of ChatGPT vs. medical oncologists in the telemedicine-centric management of mPC.Methods: This IRB-approved retrospective study compared the competencies of ChatGPT and oncologists in conducting telemedicine consultations for patients with mPC. Out of 975 patients screened between April 1, 2022, and March 30, 2023, 102 met the inclusion criteria of having a diagnosis of mPC, attending at least one telemedicine consultation during the specified period, and having documentation available for two consecutive visits to enable the analysis of treatment decisions and outcomes. ChatGPT was asked to pre-chart and determine if a face-to-face consultation is needed. Its clinical competence was assessed using miniCEX, and medical decision-making (MDM). The Cohen's kappa test was used to measure the level of agreement between ChatGPT and oncologists in treatment decisions, and the Mann-Whitney U test was used to compare miniCEX and MDM.Results: The majority of patients were White (97.06%), with a median age of 75 years (range:53 to 99). Nearly all patients were diagnosed with adenocarcinoma (96.08%), with a median Gleason score of 7 (range: 6 to 10). The prevalent metastatic sites were bone (47.4%) and lymph nodes (44.16%). 26.88% had an ECOG score of 0, 54.84% had a score of 1, and 18.28% had a score greater than 1. Common coexisting conditions included diabetes mellitus (11.11%), hypertension (29.82%), hyperlipidemia (24.56%), and depression (7.6%). The primary outcome measured the concordance between ChatGPT and oncologists on whether to continue or cease the current treatment There was a statistical significance in sensitivity and specificity between clinicians and ChatGPT (Chi-squared=5.1, p=0.02). Cohen's Kappa showed a moderate concordance (Kappa = 0.43, p<0.001). There was no difference in the number of diagnoses made by the two parties (p=0.13 and 0.06, respectively). ChatGPT's median miniCEX score was 8 (SD=0.59), and its median MDM length was 41 words (SD=6.06). The average time saved by ChatGPT in pre-charting was 41 minutes (SD=6).Conclusions: ChatGPT showed moderate concordance with oncologists for the management of mPC in telemedicine. Subsequent investigations are needed to explore its potential in healthcare.
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Exploring soil-plant relationships to inform seed selection for rangeland restoration
Authors: Mallory Hinton, Matthew Madsen, Raechel Hunsaker, April Hulet. Mentors: April Hulet. Insitution: Brigham Young University. Seeding plants post disturbance on rangelands is a challenge due to unique ecological and environmental conditions such as limited water availability, invasive species, soil health, and native seed supply. One of the key factors to address these challenges and have a successful seedings is understanding the relationships between soil characteristics and the plants that grow within them. Our research evaluated plant growth for seventeen grass species in two degraded rangeland soils (a mine tailings impoundment and Santaquin Wildlife Management Area) in Utah. Grasses (10 PLS/5cm 2 pot) were grown in self-watering growth trays in a complete, randomized block design with four replicates per soil type. After 21 days in the greenhouse, plant densities and aboveground biomass were collected and analyzed. Soils differed in mineral content. Iron and nitrogen were 5- and 4-fold greater in Tailings than Santaquin soil; phosphorus, magnesium, and organic matter were 5.5-, 4-, and 18-folds lower in Tailings than Santaquin soil. The average density of plants was significantly different (p < 0.0001) between the two soil types; in the Santaquin soil plant density was 5.73 plants/pot, in Tailings soil plant density was 2.20 plants/pot. No individual grass species were significantly different from each other in the Tailings soil (p = 0.51). However, individual grass species were significantly different from one another in the Santaquin soil (p = 0.05). Both Tailings and Santaquin soil types had the highest densities of slender wheatgrass (Elymus trachycaulus; 4.75 plants/pot and 8.25 plants/pot, respectively) and tall wheatgrass (Thinopyrum ponticum; 4.75 plants/pot and 10.25 plants/pot, respectively). Sandbergs bluegrass (Poa secunda) had the lowest density in both soil types (zero plants in Tailings soil and 2.50 plants/pot in Santaquin soil). To make informed decisions when selecting plant species for seed mixes, soil characteristics should be considered.
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Advancing Mycotoxin Detection: Multivariate Rapid Analysis on Corn Using Surface Enhanced Raman Spectroscopy (SERS)
Authors: Allison Gabbitas, Kaitlyn Allen, Gene Ahlborn, Shintaro Pang. Mentors: Shintaro Pang. Insitution: Brigham Young University. Mycotoxin contamination on food and feed can have deleterious effect on human and animal health. Agricultural crops may contain one or more mycotoxin compounds; therefore, a good multiplex detection method is desirable to ensure food safety. In this study, we developed a rapid method using label-free surface-enhanced Raman spectroscopy (SERS) to simultaneously detect three common types of mycotoxins found on corn, namely aflatoxin B1 (AFB1), zearalenone (ZEN), and ochratoxin A (OTA). The intrinsic chemical fingerprint from each mycotoxin was characterized by their unique Raman spectra, enabling clear discrimination between them. The limit of detection (LOD) of AFB1, ZEN, and OTA on corn were 10 ppb (32 nM), 20 ppb (64 nM), and 100 ppb (248 nM), respectively. Multivariate statistical analysis was used to predict concentrations of AFB1, ZEN, and OTA up to 1.5 ppm (4.8 µM) based on the SERS spectra of known concentrations, resulting in a correlation coefficient of 0.74, 0.89, and 0.72, respectively. The sampling time was less than 30 min per sample. The application of label-free SERS and multivariate analysis is a promising method for rapid and simultaneous detection of mycotoxins in corn and may be extended to other types of mycotoxins and crops.
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The effect of grass species and soil types on early successional forb species
Authors: Raechel Hunsaker, Matthew Madsen, Mallory Hinton, Derek Tilley, April Hulet. Mentors: April Hulet. Insitution: Brigham Young University. Many early successional plant species have been considered weeds because of their lack of forage value for livestock. However, early successional plant species have the potential to aid rangeland restoration by providing food sources for pollinators, modifying soil in preparation for climax plant communities, and competing against invasive species. To determine which early colonizing species have the greatest restoration potential, interspecific competitive interactions should be evaluated. Our research objective was to evaluate the competitive abilities of two native pioneer forb species, curlycup gumweed (Grindelia squarrosa) and prairie aster (Machaeranthera tanacetifolia), against three common rangeland grasses including 1) native early successional species, bottlebrush squirreltail (Elymus elymoides), 2) invasive colonizing species, cheatgrass (Bromus tectorum), and 3) climax community species, bluebunch wheatgrass (Pseudoroegneria spicata). Treatments included each of the three grass species seeded at high and low densities with curlycup gumweed or prairie aster in two soils (mine tailings and disturbed rangeland) in a greenhouse. After being cultivated for 54 days, above-ground biomass for both forbs were not significantly different when seeded alone, or with high and low densities of grasses in the mine tailings soil (p ≥ 0.05). However, in soil from the disturbed rangeland, forb biomass differed. When planted alone, curlycup gumweed and prairie aster biomass was on average 2.5- and 3-fold greater than when planted with high and low densities of squirreltail and cheatgrass (p ≤ 0.05). Both forbs had significantly lower biomass when planted with a high density of bluebunch (p ≤ 0.05), however, when planted with a low density of bluebunch, biomass was not significantly different than when planted alone (p ≥ 0.05). Results indicate that high densities of squirreltail, cheatgrass, and bluebunch inhibit curlycup gumweed and prairie aster growth on disturbed rangeland soil, and that interspecific competition may be a barrier to the successful establishment of early successional forbs.
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