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534 results on '"Adelman, Ron A."'

1. Can OpenAI o1 Reason Well in Ophthalmology? A 6,990-Question Head-to-Head Evaluation Study

Author

Srinivasan, Sahana, Ai, Xuguang, Zou, Minjie, Zou, Ke, Kim, Hyunjae, Lo, Thaddaeus Wai Soon, Pushpanathan, Krithi, Kong, Yiming, Li, Anran, Singer, Maxwell, Jin, Kai, Antaki, Fares, Chen, David Ziyou, Liu, Dianbo, Adelman, Ron A., Chen, Qingyu, and Tham, Yih Chung

Subjects
Computer Science - Computation and Language, Computer Science - Artificial Intelligence
Abstract

Question: What is the performance and reasoning ability of OpenAI o1 compared to other large language models in addressing ophthalmology-specific questions? Findings: This study evaluated OpenAI o1 and five LLMs using 6,990 ophthalmological questions from MedMCQA. O1 achieved the highest accuracy (0.88) and macro-F1 score but ranked third in reasoning capabilities based on text-generation metrics. Across subtopics, o1 ranked first in ``Lens'' and ``Glaucoma'' but second to GPT-4o in ``Corneal and External Diseases'', ``Vitreous and Retina'' and ``Oculoplastic and Orbital Diseases''. Subgroup analyses showed o1 performed better on queries with longer ground truth explanations. Meaning: O1's reasoning enhancements may not fully extend to ophthalmology, underscoring the need for domain-specific refinements to optimize performance in specialized fields like ophthalmology., Comment: 44 pages

Published
2025

2. Language Enhanced Model for Eye (LEME): An Open-Source Ophthalmology-Specific Large Language Model

Author

Gilson, Aidan, Ai, Xuguang, Xie, Qianqian, Srinivasan, Sahana, Pushpanathan, Krithi, Singer, Maxwell B., Huang, Jimin, Kim, Hyunjae, Long, Erping, Wan, Peixing, Del Priore, Luciano V., Ohno-Machado, Lucila, Xu, Hua, Liu, Dianbo, Adelman, Ron A., Tham, Yih-Chung, and Chen, Qingyu

Subjects
Computer Science - Computation and Language
Abstract

Large Language Models (LLMs) are poised to revolutionize healthcare. Ophthalmology-specific LLMs remain scarce and underexplored. We introduced an open-source, specialized LLM for ophthalmology, termed Language Enhanced Model for Eye (LEME). LEME was initially pre-trained on the Llama2 70B framework and further fine-tuned with a corpus of ~127,000 non-copyrighted training instances curated from ophthalmology-specific case reports, abstracts, and open-source study materials. We benchmarked LEME against eight other LLMs, namely, GPT-3.5, GPT-4, three Llama2 models (7B, 13B, 70B), PMC-LLAMA 13B, Meditron 70B, and EYE-Llama (another ophthalmology-specific LLM). Evaluations included four internal validation tasks: abstract completion, fill-in-the-blank, multiple-choice questions (MCQ), and short-answer QA. External validation tasks encompassed long-form QA, MCQ, patient EHR summarization, and clinical QA. Evaluation metrics included Rouge-L scores, accuracy, and expert evaluation of correctness, completeness, and readability. In internal validations, LEME consistently outperformed its counterparts, achieving Rouge-L scores of 0.20 in abstract completion (all p<0.05), 0.82 in fill-in-the-blank (all p<0.0001), and 0.22 in short-answer QA (all p<0.0001, except versus GPT-4). In external validations, LEME excelled in long-form QA with a Rouge-L of 0.19 (all p<0.0001), ranked second in MCQ accuracy (0.68; all p<0.0001), and scored highest in EHR summarization and clinical QA (ranging from 4.24 to 4.83 out of 5 for correctness, completeness, and readability). LEME's emphasis on robust fine-tuning and the use of non-copyrighted data represents a breakthrough in open-source ophthalmology-specific LLMs, offering the potential to revolutionize execution of clinical tasks while democratizing research collaboration.

Published
2024

3. Enhancing Large Language Models with Domain-specific Retrieval Augment Generation: A Case Study on Long-form Consumer Health Question Answering in Ophthalmology

Author

Gilson, Aidan, Ai, Xuguang, Arunachalam, Thilaka, Chen, Ziyou, Cheong, Ki Xiong, Dave, Amisha, Duic, Cameron, Kibe, Mercy, Kaminaka, Annette, Prasad, Minali, Siddig, Fares, Singer, Maxwell, Wong, Wendy, Jin, Qiao, Keenan, Tiarnan D. L., Hu, Xia, Chew, Emily Y., Lu, Zhiyong, Xu, Hua, Adelman, Ron A., Tham, Yih-Chung, and Chen, Qingyu

Subjects
Computer Science - Computation and Language, Computer Science - Artificial Intelligence
Abstract

Despite the potential of Large Language Models (LLMs) in medicine, they may generate responses lacking supporting evidence or based on hallucinated evidence. While Retrieval Augment Generation (RAG) is popular to address this issue, few studies implemented and evaluated RAG in downstream domain-specific applications. We developed a RAG pipeline with 70,000 ophthalmology-specific documents that retrieve relevant documents to augment LLMs during inference time. In a case study on long-form consumer health questions, we systematically evaluated the responses including over 500 references of LLMs with and without RAG on 100 questions with 10 healthcare professionals. The evaluation focuses on factuality of evidence, selection and ranking of evidence, attribution of evidence, and answer accuracy and completeness. LLMs without RAG provided 252 references in total. Of which, 45.3% hallucinated, 34.1% consisted of minor errors, and 20.6% were correct. In contrast, LLMs with RAG significantly improved accuracy (54.5% being correct) and reduced error rates (18.8% with minor hallucinations and 26.7% with errors). 62.5% of the top 10 documents retrieved by RAG were selected as the top references in the LLM response, with an average ranking of 4.9. The use of RAG also improved evidence attribution (increasing from 1.85 to 2.49 on a 5-point scale, P<0.001), albeit with slight decreases in accuracy (from 3.52 to 3.23, P=0.03) and completeness (from 3.47 to 3.27, P=0.17). The results demonstrate that LLMs frequently exhibited hallucinated and erroneous evidence in the responses, raising concerns for downstream applications in the medical domain. RAG substantially reduced the proportion of such evidence but encountered challenges.

Published
2024

5. A systematic evaluation of large language models for biomedical natural language processing: benchmarks, baselines, and recommendations

Author

Chen, Qingyu, Hu, Yan, Peng, Xueqing, Xie, Qianqian, Jin, Qiao, Gilson, Aidan, Singer, Maxwell B., Ai, Xuguang, Lai, Po-Ting, Wang, Zhizheng, Keloth, Vipina Kuttichi, Raja, Kalpana, Huang, Jiming, He, Huan, Lin, Fongci, Du, Jingcheng, Zhang, Rui, Zheng, W. Jim, Adelman, Ron A., Lu, Zhiyong, and Xu, Hua

Subjects
Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Information Retrieval, Computer Science - Machine Learning
Abstract

The biomedical literature is rapidly expanding, posing a significant challenge for manual curation and knowledge discovery. Biomedical Natural Language Processing (BioNLP) has emerged as a powerful solution, enabling the automated extraction of information and knowledge from this extensive literature. Recent attention has been directed towards Large Language Models (LLMs) due to their impressive performance. However, there remains a critical gap in understanding the effectiveness of LLMs in BioNLP tasks and their broader implications for method development and downstream users. Currently, there is a lack of baseline performance data, benchmarks, and practical recommendations for using LLMs in the biomedical domain. To address this gap, we present a systematic evaluation of four representative LLMs: GPT-3.5 and GPT-4 (closed-source), LLaMA 2 (open-sourced), and PMC LLaMA (domain-specific) across 12 BioNLP datasets covering six applications (named entity recognition, relation extraction, multi-label document classification, question answering, text summarization, and text simplification). The evaluation is conducted under four settings: zero-shot, static few-shot, dynamic K-nearest few-shot, and fine-tuning. We compare these models against state-of-the-art (SOTA) approaches that fine-tune (domain-specific) BERT or BART models, which are well-established methods in BioNLP tasks. The evaluation covers both quantitative and qualitative evaluations, where the latter involves manually reviewing collectively hundreds of thousands of LLM outputs for inconsistencies, missing information, and hallucinations in extractive and classification tasks. The qualitative review also examines accuracy, 1 completeness, and readability in text summarization tasks. Additionally, a cost analysis of closed-source GPT models is conducted.

Published
2023

12. Topographic Variation of Retinal Vascular Density in Normal Eyes Using Optical Coherence Tomography Angiography

Author

Park, Michael M, Young, Benjamin K, Shen, Liangbo L, Adelman, Ron A, and Del Priore, Lucian V

Subjects
Fluorescein Angiography, Microvascular Density, Retrospective Studies, Tomography, Optical Coherence, Visual Acuity, optical coherence tomography angiography, normative database, vessel density topography, normal, Biomedical Engineering, Opthalmology and Optometry
Abstract

PurposeTo establish a continuous topography of retinal vessel density in normal eyes using optical coherence tomography angiography (OCTA).MethodsA retrospective chart review was performed, and 8-mm × 8-mm OCTA images from 22 normal eyes were analyzed. Vessel density was plotted as a continuous function of distance from the foveal center (radial vessel density) and directional meridians (directional vessel density) for the superficial capillary plexus and deep capillary plexus.ResultsContinuous radial and directional vessel density plots for the superficial and deep capillary plexus were generated. Radial vessel density analysis revealed transition points at 657 microns (95% confidence interval [CI], 619-696) and 950 microns (95% CI, 903-997) from the foveal center for the superficial plexus and deep plexus, respectively. Directional vessel density analysis demonstrated significant vessel density variations in these vascular layers and provided greater detail compared to traditional quadrant analysis.ConclusionsThere are significant topographic variations of retinal vessel density in normal eyes. Continuous vessel density analysis offers greater sensitivity in detecting topographic vessel density changes compared to traditional methods of analysis.Translational relevanceThis study establishes a normative continuous vessel density topography that may help elucidate the role of the vascular bed in different chorioretinal diseases.

Published
2021

27. International Practice Patterns for the Management of Acute Postsurgical and Postintravitreal Injection Endophthalmitis: European Vitreo-Retinal Society Endophthalmitis Study Report 1

Author

Kardaszewska, Agnieszka, M’Bongo Zindamoyen, Alain Nazaire, Banker, Alay, Serhiienko, Andrii, Loo, Angela, Meireles, Angelina, Aydin, Bahri, Luebke, Britta, Özmen, Cüneyt, Odrobina, Dominik, Bertelli, Enrico, Unsal, Erkan, Kenneth, Fong, Becquet, Frank, Hamon, Frederic, Pellegrini, Giacomo, Marco Tosi, Gian, Donvito, Giuseppe, Khaqan, Hussain, Badat, Idriss, Fiser, Ivan, Michalewski, Janusz, Francois Le Rouic, Jean, Nawrocki, Jerzy, Zarallo-Gallardo, Jesus, Lee, Jugn Ho, Boninska, Karolina, Nowomiejska, Katarzyna, Dziegielewski, Krzysztof, Arrevola, Luis, Lytvynchuk, Lyubomyr, Elshafei, Maha, Pietras-Trzpiel, Malgorzata, Irós, Mariano, Detjen, Martin, Iglicki, Matias, Badino, Matteo, Angelina, Meireles, Gavura, Mikhail, Hasanreisoğlu, Murat, Karadaş, Mustafa, Atienza, Narciso, Acar, Nur, Okonkwo, Ogugua, Miesbauer, Peter, Malgorzata, Pietras-Trzpiel, Velez-Montoya, Raul, Robert, Rejdak, Frisina, Rino, Soyeur, Rita, Rejdak, Robert, Giannini, Roberta, Mittal, Sangeet, Saidkasimova, Shohista, Abdulsalam, Shuaib, Cisiecki, Slawomir, Rusnak, Stepan, Teoh, Stephen, Teixeira, Susana, Altan, Tugrul, Schrader, Wolfgang, Kapran, Zia, Aktas, Zeynep, Szijártó, Zsuzsanna, Soliman, Mohamed K., Gini, Giampoalo, Kuhn, Ferenc, Iros, Mariano, Parolini, Barbara, Ozdek, Sengul, Michalewska, Zofia, Bopp, Silvia, Adelman, Ron A., and Sallam, Ahmed B.

Published
2019
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28. Natural History of Drusenoid Pigment Epithelial Detachment Associated with Age-Related Macular Degeneration: Age-Related Eye Disease Study 2 Report No. 17

Author

Chew, Emily Y., Ferris, Frederick L., III, SanGiovanni, John Paul, Agrón, Elvira, Clemons, Traci, Lindblad, Anne, Lindblad, Robert, Shah, Nilay, Sperduto, Robert, McBee, Wendy, Gensler, Gary, Harrington, Molly, Henning, Alice, Jones, Katrina, Thotapally, Kumar, Tull, Diana, Watson, Valerie, Williams, Kayla, Gentry, Christina, Kaufman, Francine, Morrison, Chris, Saverino, Elizabeth, Schenning, Sherrie, Blodi, Barbara, Danis, Ronald P., Davis, Matthew, Domalpally, Amitha, Glander, Kathy, Guilfoil, Gregory, Hubbard, Larry D., Johnson, Kristine, Klein, Ronald, Nardi, Barbara, Neider, Michael, Robinson, Nancy, Rosensteel, Eileen, Wabers, Hugh, Zhang, Grace, Ruby, Alan J., Capone, Antonio, Jr., Dass, Bawa, Drenser, Kimberly, Garretson, Bruce R., Hassan, Tarek S., Trese, Michael, Williams, George A., Wolfe, Jeremy, Bell, Tina, Zajechowski, Mary, Bezaire, Dennis, McIver, Fran, Medina, Anthony, Pagett, Jackie, Smith, Stephanie Hatch, Swartz, Lynn, Treuter, Tom, Antoszyk, Andrew, Brown, Justin, Browning, David J., Holland, Walter, Karow, Angella, Stalford, Kelly, Price, Angela, Ennis, Sarah, Fredenberg, Sherry, Herby, Jenna, Balasubramaniam, Uma, Clark, Loraine, McClain, Donna, McOwen, Michael, Watson, Lynn, Klein, Michael, Bailey, Steven T., Hwang, Thomas J., Lauer, Andreas, Stout, J. Timothy, McCollum, Patty, Johnson, Milt, Rice, Patrick B., Kim, Ivana, Loewenstein, John, Miller, Joan, Sobrin, Lucia, Young, Lucy, Sullivan, Jacqueline, Houlihan, Patricia, Merry, Linda, Lane, Ann Marie, Bator, Ursula Lord, Evans, Claudia, Brett, Sarah, Callahan, Charleen, Grillo, Marcia, Walsh, David, Zimmerman, Kamella Lau, Fish, Gary Edd, Anand, Rajiv, Coors, Lori E., Fuller, Dwain G., Spencer, Rand, Wang, Robert C., Duignan, Karen, Arceneaux, Sally, Aguado, Hank, Hesse, Nicholas, Mackens, Michael, Swan, Brian, Wong, Wai T., Cukras, Catherine, Dalal, Monica, Jacobs-El, Naima, Meyerle, Catherine, Nicholson, Benjamin, Wiley, Henry, Shimel, Katherine Hall, Garced, Angel, Oparah, Janice, Short, Greg, Temple, Alana, Ayukawa, Babilonia, Foster, Guy, Hayes, Darryl, Koutsandreas, Dessie, Nashwinter, Roula, Rowan, John, Bono, Michael, Cunningham, Denise, Palmer, Marilois, Zetina, Alicia, Orth, David H., Rezaei, Kourous, Civantos, Joseph, Hasan, Sohail, Packo, Kirk, Figliulo, Celeste, Stanberry, Pam, Farmer, Tara, Nelson, Kiersten, Townsend-Patrick, Shannya, Rosenfeld, Philip, Chen, Royce, Doshi, Rishi, Dubovy, Sander, Kim, Brian T., Lowrance, Matthew, Moshfeghi, Andrew, Nahas, Zayna, Schienbaum, Gary, Vishak, John, Weng, Christina, Yehoshua, Zohar, Rodriguez, Belen, Rebimbas, Jose, Gleichauf, Jane, Kicak, Mike, Mena, Jason, Odem, Tim, Sferza-Camp, Elizabeth, Disgdiertt, Alicia, Oramas, Jim, Rams, Isabel, Thatcher, Stephanie, Bressler, Susan B., Bressler, Neil M., Finkelstein, Daniel, Sherman, Steven H., Solomon, Sharon, Ying, Howard S., Denbow, Rita, Phillips, Deborah, Radcliffe, Elizabeth, Belt, Judy, Cain, Dennis, Emmert, David, Herring, Mark, McDonald, Jacquelyn, Hubbard, G. Baker, Bergstrom, Chris S., Cribbs, Blaine, Hendrick, Andrew, Johnson, Brandon, Laird, Philip, Mehta, Sonia, Olsen, Timothy, Townsend, Justin, Yan, Jion, Yeh, Steven, Curtis, Linda, Brower, Judy, Yi, Hannah, Dobbs, Jannah Rutter, Jordan, Debbie, Elman, Michael J., Liss, Robert A., Starr, JoAnn, Belz, Jennifer, Putzulo, Charlene, Coffey, Teresa, Davis, Ashley, Singletary, Pamela, Andreani, Giorya Shabi, Cain, Theresa, Ketner, Daniel, Sotirakos, Peter, Chandra, Suresh, Blodi, Barbara A., Altaweel, Michael M., Gottlieb, Justin L., Ip, Michael, Nork, T. Michael, Stevens, Thomas S., Burke, Kathryn, Olson, Shelly, Dietzman, Kristine, Soderling, Barbara, Somers, Guy, Wealti, Angie, Krolnik, Denise, Peterson, John, Reed, Sandra, Friberg, Thomas, Eller, Andrew, Gallagher, Denise, Labriola, Leanne, Pokrifka, Melissa, Gedansky, Aron, Anthony, Natalie, Grzybowski, Cassandra, Matthews, Dawn, Murajda-Jumba, Sharon, Toro, Jessica, Callanan, David G., Solley, Wayne A., Williams, Patrick, Lash, Sandy, Boleman, Bob, Dock, Chris, Shami, Michel, Arrington, Brenda, Meeks, Ashaki, Margherio, Alan R., Raphaelian, Paul, Markus, Debra, Langdon, Justin, Truax, Elizabeth, Lewis, Sandy, Terry, Brad, Noffke, Amy, Oh, Kean, Sarrafizadeh, Ramin, Sneed, Scott, Hammersley, Julie, Neal, Serena, Doran, Mary, Jones, Nan, Preston, Lisa, Jessick, Heather, Marsh, Tanya Tracy, Tolentino, Michael, Berger, Adam, Hamilton, Richard, Misch, David, Moon, Suk Jin, Sutherland, Dawn, Dilts, Vera, Henderson, Sara, Medina, Esmeralda, Trueman, Donald, Holm, Laura, Strickland, Jason, Ie, Darmakusuma, Lipkowitz, Jeffrey L., Shah, Kekul B., Geraghty, Susan, Sannazzaro, Beverly, Harper, Morgan, Bayer, Krista, Lansing, Mary B., Fox, Lauren B., Lee, Rebecca, Stallman, Jay B., Jacobson, Michael, Koh, Sean, Lampert, Scott, Miller, John, Rivellese, Mark, Sharma, Atul, Stoltz, Robert A., Vanderveldt, Stephanie, Marcus, Leslie, Hendricks, Starr, Hollman, Ryan, Betanzos, Grethel, Ellorin, Leslie, Fulbright, Shelly, McCormick, Debbie, Edwards, Paul A., Hall, Julianne, Monk, Mary, Gutkowski, Melanie, Mazurek, Melina, Murphy, Janet, Gusas, Katherine, Moffett, Crystal, Burley, David, Chesney, Nicole, Kilgo, Katie, Rusinek, Brian, Stern, Bradley, Troszak, Tracy, Baker-Levingston, Rhonda, Baker, Carl W., Caldwell, Tracey, Walker, Tammy, Lambert, Lynnette F., Martin, Tracey, Palmer, Mary Jill, Williams, Tana, Novak, Michael A., Coney, Joseph, Miller, David G., Pendergast, Scott, Singerman, Lawrence, Zakov, Nicholas, Zegarra, Hernando, DuBois, Kim, Rath, Susan, Revella, Lori, Brink, Tammy, Drury, Kim, Hogue, Lisa, Ilc, Mary, Keller, Connie, McNamara, Elizabeth, Tanner, Vivian, Cunningham, Tamara, DuBois, John, Greanoff, Gregg, Nitzsche, Trina, Smith-Brewer, Sheila, Isernhagen, Ricky D., Kitchens, John W., Stone, Thomas W., Wood, William J., Holcomb, Diana, Therrien, Virginia, Buck, Michelle, Van Arsdall, Jeanne, Slade, Edward, Schneiderman, Todd E., Spinak, David J., Gaedke, Jackie, Brown, Heather Davis, Helgren, Dan, Pangelinan, Jenifer Garrison, Halperin, Lawrence, Anagnoste, Scott, Dhalla, Mandeep, Rosenberg, Krista, Taney, Barry, Thompson, W. Scott, Lopez, Jaclyn, Hamlin, Monica, Lopez, Monica, Mariano, Jamie, Quinchia, Evelyn, Aramayo, Patricia, Veksler, Rita, Lee, Michael, Dreyer, Richard, Handelman, Irvin, Ma, Colin, Peters, Mark, Hobbs, Stephen, III, Milliron, Amanda, Kopfer, Marcia, Connaughton, Michele, Hoerner, A. Christine, Logan, R. Joseph, Wohlsein, Harry J., Boyer, David, Chu, Thomas G., Dayani, Pouya, Liao, David, Novack, Roger L., Rahhal, Firas M., Roe, Richard, Tabandeh, Homayoun, Bayramyan, Janet, Gasparyan, Tammy, Hoang, Connie, Kurokouchi, Janet, Lo, Tammy Eileen, Ngo, Richard, Nguyen, Mary Ann, Peyton, Michael, Yoon, Charles, Sierra, Julio, Zamboni, Adam, Kessinger, Jeff, Protacio, Eric, Smucker, Adam, Rath, Pamela, Bergren, Robert, Doft, Bernard, Liu, Judy, Olsen, Karl, Merlotti, Lori, Ingram, Willia, Marfisi, Kellianne, Yeckel, Kimberly, Carmelo, Heather Schultz, Fec, Amanda, McBroom, Keith, Steinberg, David, Levy, Marc, Abrams, Jody, Chen, Melvin, Torres, Waldemar, Jelemensky, Peggy, Prybylski, Mark, Raphael, Tara, Appleby, Diana, Rodman, Charlotte, Sneath, Mark, Rosa, Robert H., Jr., Hoelscher, Vanessa, Castano, Adelia, Parker, Jocelyn, Hoskins, John, Anderson, Nicholas, Googe, Joseph, Jr., McMillan, Tod A., Miller, James, Jr., Perkins, Stephen, Oliver, Kristina, Beerbower, Jennifer, Gilliland, Bruce, Hunt, Cecile, Jacobus, Mike, Lince, Raul, Morris, Christopher, Oelrich, Sarah, Whetstone, Jerry, Chan, Clement K., Lin, Steven, Walther, Kim, Gonzales, Tiana, Myers, Lenise, Huff, Kenneth, Brown, David M., Chen, Eric, Benz, Matthew S., Fish, Richard H., Kim, Rosa Y., Major, James, Jr., Wong, Tien Pei, Wycoff, Charles, Cone, Cassandra, Gilaspia, Debbie Goates, Landaverde, Nubia, Smith, Robert, Zamora, Deneva, Sneed, Veronica, Vela, Melina, Kegley, Eric, Greven, Craig, Kurup, Shree, Richards, Charles, Slusher, Madison, Everhart, Cara, Fish, Joan, Clark, Mark, Miller, David, Tyler, Marshall, Jumper, J. Michael, Fu, Arthur D., Johnson, Robert N., Lujan, Brandon, McDonald, H. Richard, Rodriguez, Rosa, Ansari, Nina, Joaquin, Jeanifer, Linares, Silvia, Lopez, Lizette, Sabio, Jessica, Grout, Sean, Indermill, Chad, Urias, Yesmin, Zimmerman, Roberto, Margulies, Linda, Schmidt, Sara J., Meier, Joy L., Hadley, Sherry L., Rosenthal, William, Johnson, Barbara, Swafford, Lois, Shields, Richard, Varner, R. Scott, Rosen, Richard, Gentile, Ronald, Rivas, Melissa, Tai, Katy W., Carrasquillo-Boyd, Wanda, Masini, Robert, Stoller, Glenn, Carnevale, Ken, LaRosa, Diane M., Burger, Barbara, Conway, Tereza, Del Castillo, Carla, Diaz, Julissa, Jones, Susan, Mondoc, Nina, Balfour, Charlene, Vitha, C.H., Lutz, Jennifer, McGinley, Barbara, El Baba, Fadi, Lavorna, Ann Marie, Jones, Renee, Lewis, Jean, Tenzler, Ruth, Salvas-Mladek, Mary, Van Kesteren, Diane, McLean, W. Copley, Jr., Bridges, W. Zachery, Jr., Stone, Cameron, Ammons, Denise, Lamy, Mary, Menzel, Andrea, Raymer, Lea Doll, Campbell, Barbara, Hawkins, Lisa, Rickman, Leslie, Sherlin, Lorraine, Price, Paula, Sinyai, Albert, Kingsley, Ronald, Bradford, Reagan H., Jr., Leonard, Robert E., II, Icks, Sonny, Bergman, Vanessa, Ross, Brittany, Burris, Russ, Butt, Amanda, Richmond, Rob, Lyon, Alice, Gill, Manjot, Jampol, Lee, Mizra, Rukhsana, Rozenbajgier, Zuzanna, Chapman, Jeremy, Kaminski, Lori, Degillio, Andrea, Simjanoski, Evica, Heier, Jeffrey, Cho, Hyung, Cleary, Tina Scheufele, Goldman, Darin, Shah, Chirag, Topping, Trexler, Weber, Marissa, Wiegand, Torsten, Schindelheim, Jeremy, Bankert, Joy, Stone, Jennifer, Nowak, Alison, Chong, Sandy, Williams, Lindsay, Bennett, Steven, Donovan, Dennis, Graham, Margaret, Jones, Cullen, Fung, Anne, Bayabo, Jan-Kristine, Bosch, Razelda, Cruz, Esperanza, Emerson, Ashley, Fleming, Alycia, Barsness, Denice, Rodriguez, Jorge, Soboleva, Marina, Scott, Ingrid U., Bowie, Esther, Neely, Kimberly A., Quillen, David A., Walter, Laura, Bennett, Timothy, Strong, James, Wells, John, III, Clark, Lloyd, Johnson, David, Miller, Peggy, Taylor, Mallie, Swinford, Tiffany, Spivey, Robbin, Banach, Michael, Ho, Lawrence, Lanning, Richard, Pheasant, Thomas R., Prensky, Jay G., Truong, Steven, Teatsworth, Julia, Dietrich, Michelle, Wasilus, Ann, Miller, Ann, Rakes, Megan, Slagle, Teresa, Richards, Michelle, Schuessler, Patricia, Stover, Lacy, Beer, Paul, Falk, Naomi S., Shannon, Mary Beth, Olmeda, Jeannie, Berdeen, Don, Fisher, Joseph F., Jr., Folk, James, Russell, Stephen, Taylor, Barbara, Hinz, Connie, Walshire, Jean, Stockman, Heather, Critser, Bruce, Karakas, Stefani, Montague, Cindy, Verdick, Randy, Gupta, Omesh, Maguire, Joseph, Brady, Christopher, DeCroos, Francis Char, Dollin, Michael, Garg, Sunir, Gerstenblith, Adam, Haller, Julia, Ho, Allen C., Hsu, Jason, Kaiser, Richard, Pitcher, John, Regillo, Carl, Shah, Rajiv, Spirn, Marc, Tasman, William, Vander, James, Senderowitsch, Noga, Formoso, Michele, Markun, Michelle, George, Cedric, Centinaro, Christina, Grande, Lisa, Carey, Stefanie, Liebenbaum, Elaine, Sadda, SriniVas, Humayun, Mark, Sierra, Rachel, Corona, Elizabeth, Padilla, Margaret, Nu, Moonseok, Ramos, Sylvia, Barnett, Cullen, Currie, Glenn, Gottlieb, Cornelia, Garfinkel, Richard, Berinstein, Daniel, Colyer, Marcus, Deegan, William, III, Min-Shyue Lai, Michael, Murphy, Robert, Osman, Michael, Rivers, Michael, Sanders, Reginald, von Fricken, Manfred A., Oliver, Debbie, Kirshon, Jeanne, Snowden, Tanya Alexander, Blondo, Thomas, Cronise, Alysia, Denny, Vanessa, Mendez, Kylie, Newgen, Janine, Davis, Justin, Flory, Mike, Frantz, Robert, Murphy, Bryan, Rauch, Steve, Kim, Judy E., Bachman, Jane, Connor, Thomas B., Jr., Han, Dennis P., Stepian, Kimberly, Weinberg, David V., Wirostko, William J., Packard, Krissa, Kaczanowski, Tracy, Williams, Vesper, Barwick, Vicki, Flanders, Judy, Backes, Dennis, Beringer, Joe, Keller, Kristy, Selchert, Kathy, Bernstein, Paul, Teske, Michael, Vitale, Albert, Allman, Susan, Carlstrom, Bonnie, Wegner, Kimberley, Haroldsen, Anne, Harrison, Deborah, Fry, Cyrie, Gilman, James, Jenkins, Glen, Morris, Paula, Rauser, Michael, Fan, Joseph, Suthar, Mukesh, Santiago, Gisela, Halsey, Kara Rollins, Quesada, Christy, Kiernan, William, Knabb, Jesse, Lewis, Richard Alan, Dorenbach, Cindy, Spencer, Steven, Barnett, Dana, Morales, Joseph, Fishburne, Barron C., Gross, Jeffrey G., Magee, Michael A., Flowers, Amy, McDowell, Angie, Price, Randall, Huang, Suber, Tang, Johnny, Wilker, Shawn, Hornsby, Cherie, Ferguson, Lisa, Krogstad, Kirk, Adamovsky, Riva, Allchin, Peggy, Carlton, Kathleen, Clow, Claudia, Sholtis, Kelly, Burke, Stephanie, Harrod, Mark, Hrvatin, Stacie, Pankhurst, Geoffrey, Sabates, Nelson R., Cassell, Michael, Desai, Komal, Poulose, Abraham, Sabates, Felix, Chen, Yin, Gallimore, Gary, Konior, Yolanda, Kim, Nicola, Uwaydat, Sami, Troillett, Deborah, Aletter, Karen, Frank, Robert N., Abrams, Gary, Puklin, James, Tewari, Asheesh, Milanovic, Cheryl, Bailey, Melanie, Griffith, David, McDonald, Dena, Morehead, Kit, Sadikovic, Zlatan, Schillace, Lisa, Silvis, Elizabeth, Joondeph, Brian, Christmas, Nancy, Kimura, Alan, Liu, Mimi, Petty, Stephen, Zilis, John, Benitez, Jenny, Catlett, Cassandra Berryman, Fluegel, Eric, Mowry, Shane, Nguyen, Hoang, Reflow, David, Houghton, Odette M., Garg, Seema, Landers, Maurice B., Meredith, Travis, Barnhart, Sandy, Karmalkar, Megha, Cantrell, Debra, Esquejo-Leon, Rona Lyn, Manor, Linda, Pope, Sue, Stines, David, Stokely, Amelia, Hainsworth, Dean, Helming, Dyann, Eichelberger, Debbie, Leaton, Mary Paige, Hamm, Chuck, Chaum, Edward, Iannaccone, Alessandro, Jennings, Barbara, Murray, Tracy, Mastellone, Joe, Millay, Robert, Kim, Brian, Goddard, Theresa, Beaudette, Liza Jarrett, Changelian-Aitken, Nina, Corrada, Fernando, Dubuque, Jason, Iezzi, Raymond, Bakri, Sophie J., Pulido, Jose S., Vogen, Diane, Nielsen, Rebecca, Berg, Karin, Burrington, Jean, Howard, Shannon, Overend, Joan, Krason, Zbigniew, Lewison, Denise, Link, Thomas, Blinder, Kevin J., Engelbrecht, Nicholas E., Grand, M. Gilbert, Joseph, Daniel P., Shah, Gaurav K., Smith, Bradley, Thomas, Matthew, Weeks, Rhonda, Boyd, Lynda, Gabel, Dana, Adelman, Ron, Huang, John, Kempton, James, Parnes, Aaron, Dupont, Jennifer, Perotti, Elizabeth, Donaldson, Victoria, Fong, Kenneth, Ossorio, Pamela, Agarwal, Anita, Sternberg, Paul, Owings, Sandy, Adkins, Tony, Lok, Elaine, Munn, Garvin, Skellie, Buddy, Bhagat, Neelakshi, Roy, Monique S., Zarbin, Marco, Fay, Catherine, Lazar, Michael, Malpica, Beth, Mikheyav, Tatiana, Ulanski, Lawrence, II, Lim, Jennifer, Niec, Marcia, Johnson, Tametha, Ovando, Yesenia, Carroll, Catherine Nail, Janowicz, Mark, Schwartz, Steven, Cupp, David, Gorin, Michael, Heilweil, Gad, Hosseini, Hamid, Hubschman, Jean-Pierre, Kreiger, Allan, McCannel, Tara Young, Pan, Carolyn, Sarraf, David, Tsui, Irena, Udoetek, Joshua, Voleti, Vinad, Hitchcock, Logan, Ostrick, Rosaleen, Chun, Melissa, Kageyama, Jennie, Davila, Nilo, Lipka, Kristin, Shin, Christina, Owsley, Cynthia, Albert, Michael, Jr., Feist, Richard, Mason, John, Thomley, Martin, Johnson, Angelia, Emond, Tracy, Hamela, Joanna, Marsh, Angela, Searcey, Karen, Rookard, Kia, He, Yu-Guang, Ufret-Vincenty, Rafael L., Molai, Mike, Anderson, William, Horna, John, Letson, Alan, Cebulla, Colleen, Chang, Susie, Davidorf, Fred, Salerno, Jill, Sladoje, Laura, Stetson, Christina, Perry, Jeri, Savage, Scott, Toth, Cynthia, Jaffe, Glenn, Schuman, Stefanie, Sarin, Neeru, Crowell, Jim, Keaton, Tiffanie, Kelly, Michael, Lutman, Brian, Skelly, Marriner, Welch, Lauren, Morse, Lawrence, Hunter, Allan, Soon-Chun Park, Susanna, Wallace, Cynthia, Dhillon, Ember, Salvador, Marisa, Holderreed, Barbara, Chandra, Karishma, Kaur, Sashi, Redenbo, Ellen, Hom, Smiley, Cooney, Michael, Barbazetto, Irene, Klancnik, James M., Jr., Sorenson, John A., Yannuzzi, Lawrence, Scolaro, Maria, Agresta, Eugene, Gonzalez, Nancy, Grover, Sandeep, Chalam, K.V., Gupta, Shailesh, Lyons, Christopher, Li, Wenhua, Patel, Chirag, Carrion, Jose, Ferreyra, Henry, Rodriguez, Amberly, Molina, Iliana, Balea, Gabriel, Emory, Pam, Rico, Marlene, Siqueiros, Giorgio, Brucker, Alexander J., Dunaief, Joshua, Grunwald, Juan, Kim, Benjamin, Maguire, Albert M., VanderBeek, Brian, Drossner, Sheri, DuPont, Joan, Salvo, Rebecca, Berger, Jim, Devine, Cheryl, Nyberg, Bill, Weeney, Laurel, DiLoreto, David, Chung, Mina, Davis, Valerie, MacDowell, Peter, Gara, George O., Castillo, Daniel, Czubinski, Andrea, Keim, Melissa, Hardy, Brandi, Hollar, Rachel Grunhaus, Schueckler, Lynn, Lyon, Alice T., Weinberg, Aaron, Shiloach, Mira, Pelkofer, Nicole, Zhou, Qin, McPoland, Laura, Apte, Rajendra, Rao, P. Kumar, Pistorius, Sam, Kambarian, Jamie, Adcock, Eve, Gould, Sarah, Quinn, Melanie, Curtis, Rhonda, Frost, Amy, Meyer, Charla, Rathert, Greg, Yu, Jeannette J., Clemons, Traci E., van Asten, Freekje, and Keenan, Tiarnan D.

Published
2019
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31. Progression of Geographic Atrophy in Age-related Macular Degeneration: AREDS2 Report Number 16

Author

Chew, Emily Y., Ferris, Frederick L., III, SanGiovanni, John Paul, Agrón, Elvira, Clemons, Traci, Lindblad, Anne, Lindblad, Robert, Shah, Nilay, Sperduto, Robert, McBee, Wendy, Gensler, Gary, Harrington, Molly, Henning, Alice, Jones, Katrina, Thotapally, Kumar, Tull, Diana, Watson, Valerie, Williams, Kayla, Gentry, Christina, Kaufman, Francine, Morrison, Chris, Saverino, Elizabeth, Schenning, Sherrie, Blodi, Barbara, Danis, Ronald P., Davis, Matthew, Domalpally, Amitha, Glander, Kathy, Guilfoil, Gregory, Hubbard, Larry D., Johnson, Kristine, Klein, Ronald, Nardi, Barbara, Neider, Michael, Robinson, Nancy, Rosensteel, Eileen, Wabers, Hugh, Zhang, Grace, Ruby, Alan J., Capone, Antonio, Jr., Dass, Bawa, Drenser, Kimberly, Garretson, Bruce R., Hassan, Tarek S., Trese, Michael, Williams, George A., Wolfe, Jeremy, Bell, Tina, Zajechowski, Mary, Bezaire, Dennis, McIver, Fran, Medina, Anthony, Pagett, Jackie, Smith, Stephanie Hatch, Swartz, Lynn, Treuter, Tom, Antoszyk, Andrew, Brown, Justin, Browning, David J., Holland, Walter, Karow, Angella, Stalford, Kelly, Price, Angela, Ennis, Sarah, Fredenberg, Sherry, Herby, Jenna, Balasubramaniam, Uma, Clark, Loraine, McClain, Donna, McOwen, Michael, Watson, Lynn, Klein, Michael, Bailey, Steven T., Hwang, Thomas J., Lauer, Andreas, Stout, J. Timothy, McCollum, Patty, Johnson, Milt, Rice, Patrick B., Kim, Ivana, Loewenstein, John, Miller, Joan, Sobrin, Lucia, Young, Lucy, Sullivan, Jacqueline, Houlihan, Patricia, Merry, Linda, Lane, Ann Marie, Bator, Ursula Lord, Evans, Claudia, Brett, Sarah, Callahan, Charleen, Grillo, Marcia, Walsh, David, Zimmerman, Kamella Lau, Fish, Gary Edd, Anand, Rajiv, Coors, Lori E., Fuller, Dwain G., Spencer, Rand, Wang, Robert C., Duignan, Karen, Arceneaux, Sally, Aguado, Hank, Hesse, Nicholas, Mackens, Michael, Swan, Brian, Wong, Wai T., Cukras, Catherine, Dalal, Monica, Jacobs-El, Naima, Meyerle, Catherine, Nicholson, Benjamin, Wiley, Henry, Shimel, Katherine Hall, Garced, Angel, Oparah, Janice, Short, Greg, Temple, Alana, Ayukawa, Babilonia, Foster, Guy, Hayes, Darryl, Koutsandreas, Dessie, Nashwinter, Roula, Rowan, John, Bono, Michael, Cunningham, Denise, Palmer, Marilois, Zetina, Alicia, Orth, David H., Rezaei, Kourous, Civantos, Joseph, Hasan, Sohail, Packo, Kirk, Figliulo, Celeste, Stanberry, Pam, Farmer, Tara, Nelson, Kiersten, Townsend-Patrick, Shannya, Rosenfeld, Philip, Chen, Royce, Doshi, Rishi, Dubovy, Sander, Kim, Brian T., Lowrance, Matthew, Moshfeghi, Andrew, Nahas, Zayna, Schienbaum, Gary, Vishak, John, Weng, Christina, Yehoshua, Zohar, Rodriguez, Belen, Rebimbas, Jose, Gleichauf, Jane, Kicak, Mike, Mena, Jason, Odem, Tim, Sferza-Camp, Elizabeth, Disgdiertt, Alicia, Oramas, Jim, Rams, Isabel, Thatcher, Stephanie, Bressler, Susan B., Bressler, Neil M., Finkelstein, Daniel, Sherman, Steven H., Solomon, Sharon, Ying, Howard S., Denbow, Rita, Phillips, Deborah, Radcliffe, Elizabeth, Belt, Judy, Cain, Dennis, Emmert, David, Herring, Mark, McDonald, Jacquelyn, Hubbard, G. Baker, Bergstrom, Chris S., Cribbs, Blaine, Hendrick, Andrew, Johnson, Brandon, Laird, Philip, Mehta, Sonia, Olsen, Timothy, Townsend, Justin, Yan, Jion, Yeh, Steven, Curtis, Linda, Brower, Judy, Yi, Hannah, Dobbs, Jannah Rutter, Jordan, Debbie, Elman, Michael J., Liss, Robert A., Starr, JoAnn, Belz, Jennifer, Putzulo, Charlene, Coffey, Teresa, Davis, Ashley, Singletary, Pamela, Andreani, Giorya Shabi, Cain, Theresa, Ketner, Daniel, Sotirakos, Peter, Chandra, Suresh, Blodi, Barbara A., Altaweel, Michael M., Gottlieb, Justin L., Ip, Michael, Nork, T. Michael, Stevens, Thomas S., Burke, Kathryn, Olson, Shelly, Dietzman, Kristine, Soderling, Barbara, Somers, Guy, Wealti, Angie, Krolnik, Denise, Peterson, John, Reed, Sandra, Friberg, Thomas, Eller, Andrew, Gallagher, Denise, Labriola, Leanne, Pokrifka, Melissa, Gedansky, Aron, Anthony, Natalie, Grzybowski, Cassandra, Matthews, Dawn, Murajda-Jumba, Sharon, Toro, Jessica, Callanan, David G., Solley, Wayne A., Williams, Patrick, Lash, Sandy, Boleman, Bob, Dock, Chris, Shami, Michel, Arrington, Brenda, Meeks, Ashaki, Margherio, Alan R., Raphaelian, Paul, Markus, Debra, Langdon, Justin, Truax, Elizabeth, Lewis, Sandy, Terry, Brad, Noffke, Amy, Oh, Kean, Sarrafizadeh, Ramin, Sneed, Scott, Hammersley, Julie, Neal, Serena, Doran, Mary, Jones, Nan, Preston, Lisa, Jessick, Heather, Marsh, Tanya Tracy, Tolentino, Michael, Berger, Adam, Hamilton, Richard, Misch, David, Moon, Suk Jin, Sutherland, Dawn, Dilts, Vera, Henderson, Sara, Medina, Esmeralda, Trueman, Donald, Holm, Laura, Strickland, Jason, Ie, Darmakusuma, Lipkowitz, Jeffrey L., Shah, Kekul B., Geraghty, Susan, Sannazzaro, Beverly, Harper, Morgan, Bayer, Krista, Lansing, Mary B., Fox, Lauren B., Lee, Rebecca, Stallman, Jay B., Jacobson, Michael, Koh, Sean, Lampert, Scott, Miller, John, Rivellese, Mark, Sharma, Atul, Stoltz, Robert A., Vanderveldt, Stephanie, Marcus, Leslie, Hendricks, Starr, Hollman, Ryan, Betanzos, Grethel, Ellorin, Leslie, Fulbright, Shelly, McCormick, Debbie, Edwards, Paul A., Hall, Julianne, Monk, Mary, Gutkowski, Melanie, Mazurek, Melina, Murphy, Janet, Gusas, Katherine, Moffett, Crystal, Burley, David, Chesney, Nicole, Kilgo, Katie, Rusinek, Brian, Stern, Bradley, Troszak, Tracy, Baker-Levingston, Rhonda, Baker, Carl W., Caldwell, Tracey, Walker, Tammy, Lambert, Lynnette F., Martin, Tracey, Palmer, Mary Jill, Williams, Tana, Novak, Michael A., Coney, Joseph, Miller, David G., Pendergast, Scott, Singerman, Lawrence, Zakov, Nicholas, Zegarra, Hernando, DuBois, Kim, Rath, Susan, Revella, Lori, Brink, Tammy, Drury, Kim, Hogue, Lisa, Ilc, Mary, Keller, Connie, McNamara, Elizabeth, Tanner, Vivian, Cunningham, Tamara, DuBois, John, Greanoff, Gregg, Nitzsche, Trina, Smith-Brewer, Sheila, Isernhagen, Ricky D., Kitchens, John W., Stone, Thomas W., Wood, William J., Holcomb, Diana, Therrien, Virginia, Buck, Michelle, Van Arsdall, Jeanne, Slade, Edward, Schneiderman, Todd E., Spinak, David J., Gaedke, Jackie, Brown, Heather Davis, Helgren, Dan, Pangelinan, Jenifer Garrison, Halperin, Lawrence, Anagnoste, Scott, Dhalla, Mandeep, Rosenberg, Krista, Taney, Barry, Thompson, W. Scott, Lopez, Jaclyn, Hamlin, Monica, Lopez, Monica, Mariano, Jamie, Quinchia, Evelyn, Aramayo, Patricia, Veksler, Rita, Lee, Michael, Dreyer, Richard, Handelman, Irvin, Ma, Colin, Peters, Mark, Hobbs, Stephen, III, Milliron, Amanda, Kopfer, Marcia, Connaughton, Michele, Hoerner, A. Christine, Logan, R. Joseph, Wohlsein, Harry J., Boyer, David, Chu, Thomas G., Dayani, Pouya, Liao, David, Novack, Roger L., Rahhal, Firas M., Roe, Richard, Tabandeh, Homayoun, Bayramyan, Janet, Gasparyan, Tammy, Hoang, Connie, Kurokouchi, Janet, Lo, Tammy Eileen, Ngo, Richard, Nguyen, Mary Ann, Peyton, Michael, Yoon, Charles, Sierra, Julio, Zamboni, Adam, Kessinger, Jeff, Protacio, Eric, Smucker, Adam, Rath, Pamela, Bergren, Robert, Doft, Bernard, Liu, Judy, Olsen, Karl, Merlotti, Lori, Ingram, Willia, Marfisi, Kellianne, Yeckel, Kimberly, Carmelo, Heather Schultz, Fec, Amanda, McBroom, Keith, Steinberg, David, Levy, Marc, Abrams, Jody, Chen, Melvin, Torres, Waldemar, Jelemensky, Peggy, Prybylski, Mark, Raphael, Tara, Appleby, Diana, Rodman, Charlotte, Sneath, Mark, Rosa, Robert H., Jr., Hoelscher, Vanessa, Castano, Adelia, Parker, Jocelyn, Hoskins, John, Anderson, Nicholas, Googe, Joseph, Jr., McMillan, Tod A., Miller, James, Jr., Perkins, Stephen, Oliver, Kristina, Beerbower, Jennifer, Gilliland, Bruce, Hunt, Cecile, Jacobus, Mike, Lince, Raul, Morris, Christopher, Oelrich, Sarah, Whetstone, Jerry, Chan, Clement K., Lin, Steven, Walther, Kim, Gonzales, Tiana, Myers, Lenise, Huff, Kenneth, Brown, David M., Chen, Eric, Benz, Matthew S., Fish, Richard H., Kim, Rosa Y., Major, James, Jr., Wong, Tien Pei, Wycoff, Charles, Cone, Cassandra, Gilaspia, Debbie Goates, Landaverde, Nubia, Smith, Robert, Zamora, Deneva, Sneed, Veronica, Vela, Melina, Kegley, Eric, Greven, Craig, Kurup, Shree, Richards, Charles, Slusher, Madison, Everhart, Cara, Fish, Joan, Clark, Mark, Miller, David, Tyler, Marshall, Jumper, J. Michael, Fu, Arthur D., Johnson, Robert N., Lujan, Brandon, McDonald, H. Richard, Rodriguez, Rosa, Ansari, Nina, Joaquin, Jeanifer, Linares, Silvia, Lopez, Lizette, Sabio, Jessica, Grout, Sean, Indermill, Chad, Urias, Yesmin, Zimmerman, Roberto, Margulies, Linda, Schmidt, Sara J., Meier, Joy L., Hadley, Sherry L., Rosenthal, William, Johnson, Barbara, Swafford, Lois, Shields, Richard, Varner, R. Scott, Rosen, Richard, Gentile, Ronald, Rivas, Melissa, Tai, Katy W., Carrasquillo-Boyd, Wanda, Masini, Robert, Stoller, Glenn, Carnevale, Ken, LaRosa, Diane M., Burger, Barbara, Conway, Tereza, Del Castillo, Carla, Diaz, Julissa, Jones, Susan, Mondoc, Nina, Balfour, Charlene, Vitha, C.H., Lutz, Jennifer, McGinley, Barbara, El Baba, Fadi, Lavorna, Ann Marie, Jones, Renee, Lewis, Jean, Tenzler, Ruth, Salvas-Mladek, Mary, Van Kesteren, Diane, McLean, W. Copley, Jr., Bridges, W. Zachery, Jr., Stone, Cameron, Ammons, Denise, Lamy, Mary, Menzel, Andrea, Raymer, Lea Doll, Campbell, Barbara, Hawkins, Lisa, Rickman, Leslie, Sherlin, Lorraine, Price, Paula, Sinyai, Albert, Kingsley, Ronald, Bradford, Reagan H., Jr., Leonard, Robert E., II, Icks, Sonny, Bergman, Vanessa, Ross, Brittany, Burris, Russ, Butt, Amanda, Richmond, Rob, Lyon, Alice, Gill, Manjot, Jampol, Lee, Mizra, Rukhsana, Rozenbajgier, Zuzanna, Chapman, Jeremy, Kaminski, Lori, Degillio, Andrea, Simjanoski, Evica, Heier, Jeffrey, Cho, Hyung, Cleary, Tina Scheufele, Goldman, Darin, Shah, Chirag, Topping, Trexler, Weber, Marissa, Wiegand, Torsten, Schindelheim, Jeremy, Bankert, Joy, Stone, Jennifer, Nowak, Alison, Chong, Sandy, Williams, Lindsay, Bennett, Steven, Donovan, Dennis, Graham, Margaret, Jones, Cullen, Fung, Anne, Bayabo, Jan-Kristine, Bosch, Razelda, Cruz, Esperanza, Emerson, Ashley, Fleming, Alycia, Barsness, Denice, Rodriguez, Jorge, Soboleva, Marina, Scott, Ingrid U., Bowie, Esther, Neely, Kimberly A., Quillen, David A., Walter, Laura, Bennett, Timothy, Strong, James, Wells, John, III, Clark, Lloyd, Johnson, David, Miller, Peggy, Taylor, Mallie, Swinford, Tiffany, Spivey, Robbin, Banach, Michael, Ho, Lawrence, Lanning, Richard, Pheasant, Thomas R., Prensky, Jay G., Truong, Steven, Teatsworth, Julia, Dietrich, Michelle, Wasilus, Ann, Miller, Ann, Rakes, Megan, Slagle, Teresa, Richards, Michelle, Schuessler, Patricia, Stover, Lacy, Beer, Paul, Falk, Naomi S., Shannon, Mary Beth, Olmeda, Jeannie, Berdeen, Don, Fisher, Joseph F., Jr., Folk, James, Russell, Stephen, Taylor, Barbara, Hinz, Connie, Walshire, Jean, Stockman, Heather, Critser, Bruce, Karakas, Stefani, Montague, Cindy, Verdick, Randy, Gupta, Omesh, Maguire, Joseph, Brady, Christopher, DeCroos, Francis Char, Dollin, Michael, Garg, Sunir, Gerstenblith, Adam, Haller, Julia, Ho, Allen C., Hsu, Jason, Kaiser, Richard, Pitcher, John, Regillo, Carl, Shah, Rajiv, Spirn, Marc, Tasman, William, Vander, James, Senderowitsch, Noga, Formoso, Michele, Markun, Michelle, George, Cedric, Centinaro, Christina, Grande, Lisa, Carey, Stefanie, Liebenbaum, Elaine, Sadda, SriniVas, Humayun, Mark, Sierra, Rachel, Corona, Elizabeth, Padilla, Margaret, Nu, Moonseok, Ramos, Sylvia, Barnett, Cullen, Currie, Glenn, Gottlieb, Cornelia, Garfinkel, Richard, Berinstein, Daniel, Colyer, Marcus, Deegan, William, III, Min-Shyue Lai, Michael, Murphy, Robert, Osman, Michael, Rivers, Michael, Sanders, Reginald, von Fricken, Manfred A., Oliver, Debbie, Kirshon, Jeanne, Snowden, Tanya Alexander, Blondo, Thomas, Cronise, Alysia, Denny, Vanessa, Mendez, Kylie, Newgen, Janine, Davis, Justin, Flory, Mike, Frantz, Robert, Murphy, Bryan, Rauch, Steve, Kim, Judy E., Bachman, Jane, Connor, Thomas B., Jr., Han, Dennis P., Stepian, Kimberly, Weinberg, David V., Wirostko, William J., Packard, Krissa, Kaczanowski, Tracy, Williams, Vesper, Barwick, Vicki, Flanders, Judy, Backes, Dennis, Beringer, Joe, Keller, Kristy, Selchert, Kathy, Bernstein, Paul, Teske, Michael, Vitale, Albert, Allman, Susan, Carlstrom, Bonnie, Wegner, Kimberley, Haroldsen, Anne, Harrison, Deborah, Fry, Cyrie, Gilman, James, Jenkins, Glen, Morris, Paula, Rauser, Michael, Fan, Joseph, Suthar, Mukesh, Santiago, Gisela, Halsey, Kara Rollins, Quesada, Christy, Kiernan, William, Knabb, Jesse, Lewis, Richard Alan, Dorenbach, Cindy, Spencer, Steven, Barnett, Dana, Morales, Joseph, Fishburne, Barron C., Gross, Jeffrey G., Magee, Michael A., Flowers, Amy, McDowell, Angie, Price, Randall, Huang, Suber, Tang, Johnny, Wilker, Shawn, Hornsby, Cherie, Ferguson, Lisa, Krogstad, Kirk, Adamovsky, Riva, Allchin, Peggy, Carlton, Kathleen, Clow, Claudia, Sholtis, Kelly, Burke, Stephanie, Harrod, Mark, Hrvatin, Stacie, Pankhurst, Geoffrey, Sabates, Nelson R., Cassell, Michael, Desai, Komal, Poulose, Abraham, Sabates, Felix, Chen, Yin, Gallimore, Gary, Konior, Yolanda, Kim, Nicola, Uwaydat, Sami, Troillett, Deborah, Aletter, Karen, Frank, Robert N., Abrams, Gary, Puklin, James, Tewari, Asheesh, Milanovic, Cheryl, Bailey, Melanie, Griffith, David, McDonald, Dena, Morehead, Kit, Sadikovic, Zlatan, Schillace, Lisa, Silvis, Elizabeth, Joondeph, Brian, Christmas, Nancy, Kimura, Alan, Liu, Mimi, Petty, Stephen, Zilis, John, Benitez, Jenny, Catlett, Cassandra Berryman, Fluegel, Eric, Mowry, Shane, Nguyen, Hoang, Reflow, David, Houghton, Odette M., Garg, Seema, Landers, Maurice B., Meredith, Travis, Barnhart, Sandy, Karmalkar, Megha, Cantrell, Debra, Esquejo-Leon, Rona Lyn, Manor, Linda, Pope, Sue, Stines, David, Stokely, Amelia, Hainsworth, Dean, Helming, Dyann, Eichelberger, Debbie, Leaton, Mary Paige, Hamm, Chuck, Chaum, Edward, Iannaccone, Alessandro, Jennings, Barbara, Murray, Tracy, Mastellone, Joe, Millay, Robert, Kim, Brian, Goddard, Theresa, Beaudette, Liza Jarrett, Changelian-Aitken, Nina, Corrada, Fernando, Dubuque, Jason, Iezzi, Raymond, Bakri, Sophie J., Pulido, Jose S., Vogen, Diane, Nielsen, Rebecca, Berg, Karin, Burrington, Jean, Howard, Shannon, Overend, Joan, Krason, Zbigniew, Lewison, Denise, Link, Thomas, Blinder, Kevin J., Engelbrecht, Nicholas E., Grand, M. Gilbert, Joseph, Daniel P., Shah, Gaurav K., Smith, Bradley, Thomas, Matthew, Weeks, Rhonda, Boyd, Lynda, Gabel, Dana, Adelman, Ron, Huang, John, Kempton, James, Parnes, Aaron, Dupont, Jennifer, Perotti, Elizabeth, Donaldson, Victoria, Fong, Kenneth, Ossorio, Pamela, Agarwal, Anita, Sternberg, Paul, Owings, Sandy, Adkins, Tony, Lok, Elaine, Munn, Garvin, Skellie, Buddy, Bhagat, Neelakshi, Roy, Monique S., Zarbin, Marco, Fay, Catherine, Lazar, Michael, Malpica, Beth, Mikheyav, Tatiana, Ulanski, Lawrence, II, Lim, Jennifer, Niec, Marcia, Johnson, Tametha, Ovando, Yesenia, Carroll, Catherine Nail, Janowicz, Mark, Schwartz, Steven, Cupp, David, Gorin, Michael, Heilweil, Gad, Hosseini, Hamid, Hubschman, Jean-Pierre, Kreiger, Allan, McCannel, Tara Young, Pan, Carolyn, Sarraf, David, Tsui, Irena, Udoetek, Joshua, Voleti, Vinad, Hitchcock, Logan, Ostrick, Rosaleen, Chun, Melissa, Kageyama, Jennie, Davila, Nilo, Lipka, Kristin, Shin, Christina, Owsley, Cynthia, Albert, Michael, Jr., Feist, Richard, Mason, John, Thomley, Martin, Johnson, Angelia, Emond, Tracy, Hamela, Joanna, Marsh, Angela, Searcey, Karen, Rookard, Kia, He, Yu-Guang, Ufret-Vincenty, Rafael L., Molai, Mike, Anderson, William, Horna, John, Letson, Alan, Cebulla, Colleen, Chang, Susie, Davidorf, Fred, Salerno, Jill, Sladoje, Laura, Stetson, Christina, Perry, Jeri, Savage, Scott, Toth, Cynthia, Jaffe, Glenn, Schuman, Stefanie, Sarin, Neeru, Crowell, Jim, Keaton, Tiffanie, Kelly, Michael, Lutman, Brian, Skelly, Marriner, Welch, Lauren, Morse, Lawrence, Hunter, Allan, Soon-Chun Park, Susanna, Wallace, Cynthia, Dhillon, Ember, Salvador, Marisa, Holderreed, Barbara, Chandra, Karishma, Kaur, Sashi, Redenbo, Ellen, Hom, Smiley, Cooney, Michael, Barbazetto, Irene, Klancnik, James M., Jr., Sorenson, John A., Yannuzzi, Lawrence, Scolaro, Maria, Agresta, Eugene, Gonzalez, Nancy, Grover, Sandeep, Chalam, K.V., Gupta, Shailesh, Lyons, Christopher, Li, Wenhua, Patel, Chirag, Carrion, Jose, Ferreyra, Henry, Rodriguez, Amberly, Molina, Iliana, Balea, Gabriel, Emory, Pam, Rico, Marlene, Siqueiros, Giorgio, Brucker, Alexander J., Dunaief, Joshua, Grunwald, Juan, Kim, Benjamin, Maguire, Albert M., VanderBeek, Brian, Drossner, Sheri, DuPont, Joan, Salvo, Rebecca, Berger, Jim, Devine, Cheryl, Nyberg, Bill, Weeney, Laurel, DiLoreto, David, Chung, Mina, Davis, Valerie, MacDowell, Peter, Gara, George O., Castillo, Daniel, Czubinski, Andrea, Keim, Melissa, Hardy, Brandi, Hollar, Rachel Grunhaus, Schueckler, Lynn, Lyon, Alice T., Weinberg, Aaron, Shiloach, Mira, Pelkofer, Nicole, Zhou, Qin, McPoland, Laura, Apte, Rajendra, Rao, P. Kumar, Pistorius, Sam, Kambarian, Jamie, Adcock, Eve, Gould, Sarah, Quinn, Melanie, Curtis, Rhonda, Frost, Amy, Meyer, Charla, Rathert, Greg, Keenan, Tiarnan D., Clemons, Traci E., van Asten, Freekje, Danis, Ronald G., Rosenfeld, Philip J., Klein, Michael L., Ratnapriya, Rinki, and Swaroop, Anand

Published
2018
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