Test_preds.csv

,Question,Answer,Prediction,RLFscore,R2Fscore,R1Fscore,RLPrec,R2Prec,R1Prec,RLrecall,R2Recall,R1Recall
0, When did Dr. Jochen Raimann start working at the Renal Research Institute? , Dr. Jochen Raimann became a postdoctoral research fellow at the Renal Research Institute in 2007. ," Dr. Jochen Raimann became a postdoctoral research fellow at the Renal Research Institute in 2007.   
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1, Where did Peter Nandori hold previous appointments? ,"  Peter Nandori held previous appointments at the University of Maryland, College Park (Brin fellow, 2015 - 2019) and New York University (assistant professor/Courant instructor 2013 - 2015). ","  Peter Nandori held previous appointments at the University of Maryland, College Park (Brin fellow, 2015 - 2019) and New York University (assistant professor/Courant instructor 2013 - 2015).   
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2, What is the focus of Abraham Oxilas' teaching at YU? ," Abraham Oxilas' teaching at YU focuses on Human Anatomy, Patient Evaluation, Clinical Skills and Procedures, and Clinical Medicine. "," Abraham Oxilas' teaching at YU focuses on Human Anatomy, Patient Evaluation, Clinical Skills and Procedures, and Clinical Medicine.   
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3, What degrees does Herman Weiss hold? , Herman Weiss holds an M.D. from Ohio State Medical Center and an MBA from George Washington University. ," Herman Weiss holds an M.D. from Ohio State Medical Center and an MBA from George Washington University.   
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4, What is Dr. Elisabeth Mlawski's area of interest? ,"  Dr. Elisabeth Mlawski's areas of interest include normal/disordered language development, literacy, clinical training, assessment/diagnostics, and supervision. ","  Dr. Elisabeth Mlawski's areas of interest include normal/disordered language development, literacy, clinical training, assessment/diagnostics, and supervision.   
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5, What is the Biotech Fellows program? ," The Biotech Fellows program is a program where students receive industry mentorship, showcase and publish their research at Katz School's annual Symposium on Science, Technology and Health, and receive a scholarship reducing total tuition to $25K for their entire graduate degree. "," The Biotech Fellows program is a program where students receive industry mentorship, showcase and publish their research at Katz School's annual Symposium on Science, Technology and Health, and receive a scholarship reducing total tuition to $25K for their entire graduate degree.   
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6, What is the main focus of David Imre's audit work? , The main focus of David Imre's audit work is on risks and controls involved in securing information technology and protecting information assets. ," The main focus of David Imre's audit work is on risks and controls involved in securing information technology and protecting information assets.   
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7, How long has Atif Ghauri been a cyber security expert? , Atif Ghauri has been a cyber security expert for 20 years. , Atif Ghauri has been a cyber security expert for 20 years.    What is the focus of Atif Ghauri's expertise in cybersecurity? ,0.4375,0.33333333333333326,0.5000000000000001,0.3181818181818182,0.23809523809523808,0.36363636363636365,0.7,0.5555555555555556,0.8
8, What subject does Gary Sztajnman teach? , Gary Sztajnman teaches Data Product Design. ," Gary Sztajnman teaches Data Product Design.   
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9, What is Tom Balga's role at the Katz School? , Tom Balga is a clinical assistant professor and a member of the PA program advisory committee at the Katz School. ," Tom Balga is a clinical assistant professor and a member of the PA program advisory committee at the Katz School.   
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10, What is Joshua Moritz's professional background? ," Joshua Moritz has a professional background in marketing and entrepreneurship, with experience in consulting, founding companies, and holding management positions. "," Joshua Moritz has a professional background in marketing and entrepreneurship, with experience in consulting, founding companies, and holding management positions.   
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11, What was Dr. Rana Khan's role at the University of Maryland University College (UMUC)? ,"  Dr. Rana Khan served as Vice Dean in the Graduate School at UMUC, providing leadership to a diverse offering of science and information technology-related programs. ","  Dr. Rana Khan served as Vice Dean in the Graduate School at UMUC, providing leadership to a diverse offering of science and information technology-related programs.   
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12, What was Dr. Kadiyala's research focus during his postdoctoral fellowship at Nanyang Technological University? ,  Dr. Kadiyala's research focus during his postdoctoral fellowship at Nanyang Technological University was on designing approximate architectures for low-power hearing aids in the School of Electrical Engineering. ,"  Dr. Kadiyala's research focus during his postdoctoral fellowship at Nanyang Technological University was on designing approximate architectures for low-power hearing aids in the School of Electrical Engineering.   
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13, What is Dr. Peter Nandori's area of expertise? ,"  Dr. Peter Nandori's area of expertise is ergodic theory and dynamical systems, especially statistical properties of hyperbolic systems; probability theory; and mathematical statistical physics. ","  Dr. Peter Nandori's area of expertise is ergodic theory and dynamical systems, especially statistical properties of hyperbolic systems; probability theory; and mathematical statistical physics.   
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14, What has Dr. Michaela Medved trained clinicians from around the world in? , Dr. Michaela Medved has trained clinicians from around the world in the use of Neuromuscular Electrical Stimulation (NMES) and Surface Electromyography (sEMG) for dysphagia intervention. ," Dr. Michaela Medved has trained clinicians from around the world in the use of Neuromuscular Electrical Stimulation (NMES) and Surface Electromyography (sEMG) for dysphagia intervention.   
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15, What is Dr. Marissa Barrera's area of expertise? ," Dr. Barrera's area of expertise is Multiple Sclerosis, dysphagia, motor speech disorders, cognition, and neurogenerative diseases. "," Dr. Barrera's area of expertise is Multiple Sclerosis, dysphagia, motor speech disorders, cognition, and neurogenerative diseases.   
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16, What is Dr. Rana Khan's contact information? ,"  Dr. Rana Khan's email is rana.khan@yu.edu and her office phone number is 646-592-Her office address is Beren Campus, 205 Lexington Avenue, ","  Dr. Rana Khan's email is rana.khan@yu.edu and her office phone number is 646-592-Her office address is Beren Campus, 205 Lexington Avenue,   
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17, What courses does James Topor teach? ," James Topor teaches Analytics Programming, Data Science, and Data Acquisition Management. "," James Topor teaches Analytics Programming, Data Science, and Data Acquisition Management.   
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18, What is Gary Sztajnman's area of expertise? , Gary Sztajnman's area of expertise is data science and data product design. ," Gary Sztajnman's area of expertise is data science and data product design.   
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19, What are Antonella Marini's research interests? ," Antonella Marini's research interests include Geometric Analysis, Partial Differential Equations, and Mathematical Physics. "," Antonella Marini's research interests include Geometric Analysis, Partial Differential Equations, and Mathematical Physics.   
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20, What is the focus of Wenxiong Chen's research? ," The focus of Wenxiong Chen's research is on nonlinear elliptic partial differential equations, fractional Laplacians and other non-local operators, nonlinear functional analysis, and geometric analysis. "," The focus of Wenxiong Chen's research is on nonlinear elliptic partial differential equations, fractional Laplacians and other non-local operators, nonlinear functional analysis, and geometric analysis.   
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21, What is the room number of Professor Buldyrev's office? , Room#1112 ," Room#1112   
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22, What is Lea F. Santos' educational background? ," Lea F. Santos has a PhD in theoretical physics from the University of Sao Paulo, as well as an MS and BS from the same university. "," Lea F. Santos has a PhD in theoretical physics from the University of Sao Paulo, as well as an MS and BS from the same university.   
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23, How many faculty members teach in the program? ," The program has multiple faculty members, each teaching to their own specialty. "," The program has multiple faculty members, each teaching to their own specialty.   
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24, What is Marian Gidea's teaching experience? ," Marian Gidea has taught introductory and advanced undergraduate mathematics courses, as well as graduate mathematics courses. "," Marian Gidea has taught introductory and advanced undergraduate mathematics courses, as well as graduate mathematics courses.   
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25, What was Herman Weiss's role at Teva? , Herman Weiss was senior director of clinical development for women's health and global head of women's health medical affairs at Teva. ," Herman Weiss was senior director of clinical development for women's health and global head of women's health medical affairs at Teva.   
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26, What is Youshan Zhang's educational background? , Youshan Zhang holds a Ph.D. in computer science from Lehigh University and a master's degree in neuroimaging and informatics from USC. ," Youshan Zhang holds a Ph.D. in computer science from Lehigh University and a master's degree in neuroimaging and informatics from USC.   
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27, How many research grants has Wenxiong Chen received from the National Science Foundation? , Wenxiong Chen has received six research grants from the National Science Foundation. ," Wenxiong Chen has received six research grants from the National Science Foundation.   
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28, What courses does Jessica Rifkind teach? , Jessica Rifkind teaches Visual Design and Storytelling; and Data Driven Organizations. ," Jessica Rifkind teaches Visual Design and Storytelling; and Data Driven Organizations.   
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29, What is Jeff Nieman's current work? , Jeff Nieman's current work involves building systems engineering and model governance and support using open source and COTS software. ," Jeff Nieman's current work involves building systems engineering and model governance and support using open source and COTS software.   
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30, What units does Brandon Chiazza direct in the technology strategy division? ," Brandon Chiazza directs employees in three units—Enterprise Data Services, Project Management Office, and Design and Quality Assurance—in the technology strategy division. "," Brandon Chiazza directs employees in three units—Enterprise Data Services, Project Management Office, and Design and Quality Assurance—in the technology strategy division.   
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31, What is PASSPort? , PASSPort is an end-to-end cloud-based procurement solution for the City of New York. ," PASSPort is an end-to-end cloud-based procurement solution for the City of New York.   
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32, What is Joseph Weber-Lopez's current position? , He is the medical director of the PA program at Yeshiva University. ," He is the medical director of the PA program at Yeshiva University.   
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33, What is the name of the organization that awarded Troy Dargin the Margaret L. Anderson Graduate Teaching Award? , The Margaret L. Anderson Graduate Teaching Award was awarded to Troy Dargin by the University of Kansas Speech-Language-Hearing Association. ," The Margaret L. Anderson Graduate Teaching Award was awarded to Troy Dargin by the University of Kansas Speech-Language-Hearing Association.   
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34, What is Professor Buldyrev's email address? , buldyrev@yu.edu ," buldyrev@yu.edu   
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35, What is IQVIA? , IQVIA is a global R&D leader where Marchand currently works. ," IQVIA is a global R&D leader where Marchand currently works.   
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36, What did Dr. David Whipple build for a New York medical research facility? , Dr. David Whipple built a secure repository for proprietary research material with strict identification and access controls and multifactor employee authentication for a New York medical research facility. ," Dr. David Whipple built a secure repository for proprietary research material with strict identification and access controls and multifactor employee authentication for a New York medical research facility.   
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37, What is the significance of Abraham Oxilas returning home to Queens? , The text does not provide information on the significance of Abraham Oxilas returning home to Queens. ," The text does not provide information on the significance of Abraham Oxilas returning home to Queens.   
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38, What is Gary Sztajnman's previous work experience? ," Gary Sztajnman has worked for an A.I. startup where he developed an application that learns musical taste, and he currently works as a product data scientist at Verizon where he builds data products. "," Gary Sztajnman has worked for an A.I. startup where he developed an application that learns musical taste, and he currently works as a product data scientist at Verizon where he builds data products.   
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39, What was the purpose of Joshua Moritz's first grant from New York University? , Joshua Moritz's first grant from New York University was to study the impact of marketing simulations on student outcomes. ," Joshua Moritz's first grant from New York University was to study the impact of marketing simulations on student outcomes.   
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40, Where is the program located? , The program is located in the heart of New York City. , The program is located in the heart of New York City.    What are some of the courses offered by YU's M.A. in Physics? ,0.19999999999999998,0.07142857142857142,0.26666666666666666,0.12,0.041666666666666664,0.16,0.6,0.25,0.8
41, What is Fayrose Abodeshisha's area of expertise? ,"  Fayrose Abodeshisha's area of expertise includes PA Education, General Surgery, Trauma & Acute Care Surgery, and Ambulatory Surgery. ","  Fayrose Abodeshisha's area of expertise includes PA Education, General Surgery, Trauma & Acute Care Surgery, and Ambulatory Surgery.   
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42, What is the focus of Dr. Michaela Medved's clinical practice? , The focus of Dr. Michaela Medved's clinical practice is evaluating and treating individuals with neurological and complex medical conditions. ," The focus of Dr. Michaela Medved's clinical practice is evaluating and treating individuals with neurological and complex medical conditions.   
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43, What is the focus of Dr. Laura Sylvia's research? , The text does not provide information on the focus of Dr. Laura Sylvia's research. , The text does not provide information on the focus of Dr. Laura Sylvia's research.    ]]>,0.64,0.6086956521739131,0.64,0.5333333333333333,0.5,0.5333333333333333,0.8,0.7777777777777778,0.8
44, What is Dwayne A. Williams' research interest? ,  The text does not provide information on Dwayne A. Williams' research interest. ,"  The text does not provide information on Dwayne A. Williams' research interest.   
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45, What is the significance of Fayrose Abodeshisha's work in ambulatory surgery? ,"  Fayrose Abodeshisha's work in ambulatory surgery is important because it allows patients to receive surgical care in an outpatient setting, which can be more convenient and cost-effective. ","  Fayrose Abodeshisha's work in ambulatory surgery is important because it allows patients to receive surgical care in an outpatient setting, which can be more convenient and cost-effective.   
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46, What are some of Dr. Marini's teaching interests? ," Dr. Marini's teaching interests include Ordinary and Partial Differential Equations, Calculus, Topology, Linear Algebra, Abstract Algebra, Real and Complex Variables, Functional Analysis, Geometric Analysis, Morse Theory, Differential Geometry, and Lie Groups. "," Dr. Marini's teaching interests include Ordinary and Partial Differential Equations, Calculus, Topology, Linear Algebra, Abstract Algebra, Real and Complex Variables, Functional Analysis, Geometric Analysis, Morse Theory, Differential Geometry, and Lie Groups.   
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47, What topics has Dr. Barrera lectured on? ," Dr. Barrera has lectured on a wide range of clinical care topics, including dysphagia, NMES, motor speech disorders, cognition, and neurogenerative diseases. "," Dr. Barrera has lectured on a wide range of clinical care topics, including dysphagia, NMES, motor speech disorders, cognition, and neurogenerative diseases.   
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48, What types of companies has Elaine Zacharakis Loumbas counseled on regulatory issues? ,"  Elaine Zacharakis Loumbas has counseled pharmaceutical, medical device, and biotech companies on regulatory issues. ","  Elaine Zacharakis Loumbas has counseled pharmaceutical, medical device, and biotech companies on regulatory issues.   
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49, What is the academic background of the author? , The author has a Ph.D. in Computer Science from Lehigh University. ," The author has a Ph.D. in Computer Science from Lehigh University.   
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50, In what year did Fayrose Abodeshisha earn her Master of Physician Assistant Studies? ,  Fayrose Abodeshisha earned her Master of Physician Assistant Studies in 2013. ,"  Fayrose Abodeshisha earned her Master of Physician Assistant Studies in 2013.   
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51, What courses does Lawrence Fulton teach? ," Lawrence Fulton teaches Data Analytics, Machine Learning, and Structured Data Management. "," Lawrence Fulton teaches Data Analytics, Machine Learning, and Structured Data Management.   
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52, What courses does Dr. Sergey Fogelson teach? ," Dr. Sergey Fogelson teaches Computational Statistics, Linear Algebra, and Machine Learning. "," Dr. Sergey Fogelson teaches Computational Statistics, Linear Algebra, and Machine Learning.   
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53, What kind of staff did Nebahat Bayrakcioglu recruit and manage? , Nebahat Bayrakcioglu recruited and managed program office staff. ," Nebahat Bayrakcioglu recruited and managed program office staff.   
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54, What is Sivan Tehila's rank in the Israel Defense Forces? , Sivan Tehila was honorably discharged from the Israel Defense Forces as a captain. ," Sivan Tehila was honorably discharged from the Israel Defense Forces as a captain.   
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55," What is the median salary for jobs with a Ph.D. in mathematics, according to the U.S. Bureau of Labor Statistics? "," As of 2019, the median salaries for jobs with a Ph.D. in mathematics were: actuary ($108,350); postsecondary education administrator ($95,410); mathematician and statistician ($92,030); operations research analyst ($84,810); and postsecondary mathematics and science teacher ($73,690). "," As of 2019, the median salaries for jobs with a Ph.D. in mathematics were: actuary ($108,350); postsecondary education administrator ($95,410); mathematician and statistician ($92,030); operations research analyst ($84,810); and postsecondary mathematics and science teacher ($73,690).   
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56, When did Peter Nandori join Yeshiva University? ,  Peter Nandori joined Yeshiva University in 2019. ,  Peter Nandori joined Yeshiva University in 2019.    What is the focus of his research? ,0.4761904761904762,0.42105263157894735,0.4761904761904762,0.35714285714285715,0.3076923076923077,0.35714285714285715,0.7142857142857143,0.6666666666666666,0.7142857142857143
57, What is Dr. Wagner's professional background? , Dr. Wagner is an OTR/L and has worked primarily with older adults. ," Dr. Wagner is an OTR/L and has worked primarily with older adults.   
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58, What programming language does Jeff Wunderman code in? , Jeff Wunderman codes Python in Jupyter notebooks. ," Jeff Wunderman codes Python in Jupyter notebooks.   
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59, What is Sivan Tehila's involvement in promoting women in cybersecurity? , Sivan Tehila has dedicated herself to promoting women in cybersecurity and has developed a unique cybersecurity program for Manhattan High School for girls. ," Sivan Tehila has dedicated herself to promoting women in cybersecurity and has developed a unique cybersecurity program for Manhattan High School for girls.   
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60, What accolades has Lea F. Santos received? ," Lea F. Santos has received numerous accolades, including the Simons Fellow in Theoretical Physics, NSF CAREER Award, Cottrell College Science Award, Outstanding Junior Faculty Member Award, and fellowships from the Brazilian and New Zealand governments. "," Lea F. Santos has received numerous accolades, including the Simons Fellow in Theoretical Physics, NSF CAREER Award, Cottrell College Science Award, Outstanding Junior Faculty Member Award, and fellowships from the Brazilian and New Zealand governments.   
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61, What is Brittany Palmer's area of expertise? , Brittany Palmer's area of expertise is voice disorders. ," Brittany Palmer's area of expertise is voice disorders.   
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62, What modalities does Dr. Barrera use for speech and swallowing rehabilitation? ," Dr. Barrera uses Neuromuscular Electrical Stimulation (NMES), Surface Electromyography (sEMG), neuromuscular taping, and ultrasound for speech and swallowing rehabilitation. "," Dr. Barrera uses Neuromuscular Electrical Stimulation (NMES), Surface Electromyography (sEMG), neuromuscular taping, and ultrasound for speech and swallowing rehabilitation.   
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63, Is Joseph Weber-Lopez a board-certified physician? ," Yes, he is board-certified in family medicine and sports medicine. "," Yes, he is board-certified in family medicine and sports medicine.    What are some of the conditions that Dr. Wagner can treat with Shockwave therapy? ",0.18181818181818182,0.06451612903225806,0.18181818181818182,0.12,0.041666666666666664,0.12,0.375,0.14285714285714285,0.375
64, What kind of software does Pablo Roldan like to write? ," Pablo Roldan likes to write his own software, including special-purpose numerical algorithms for dynamical systems and, in some cases, High-Performance Computing programs. "," Pablo Roldan likes to write his own software, including special-purpose numerical algorithms for dynamical systems and, in some cases, High-Performance Computing programs.   
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65, Where do PAs practice? , PAs practice nationwide. ," PAs practice nationwide.   
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66, What social media platforms can students follow the Katz School on? ," Students can follow the Katz School on LinkedIn, Instagram, Facebook, and their blog. "," Students can follow the Katz School on LinkedIn, Instagram, Facebook, and their blog.   
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