Large language models enabled multiagent ensemble method for efficient EHR data labeling

Autor: Huang, Jingwei, Nezafati, Kuroush, Villanueva-Miranda, Ismael, Gu, Zifan, Navar, Ann Marie, Wanyan, Tingyi, Zhou, Qin, Yao, Bo, Rong, Ruichen, Zhan, Xiaowei, Xiao, Guanghua, Peterson, Eric D., Yang, Donghan M., Xie, Yang

This study introduces a novel multiagent ensemble method powered by LLMs to address a key challenge in ML - data labeling, particularly in large-scale EHR datasets. Manual labeling of such datasets requires domain expertise and is labor-intensive, ti

Externí odkaz: http://arxiv.org/abs/2410.16543

Identifying a stable and generalizable factor structure of major depressive disorder across three large longitudinal cohorts

Autor: Schilsky, Richard L., Allen, Jennifer, Anderson, MaryAnn, Anstrom, Kevin, Araujo, Lucus, Arges, Kristine, Ardalan, Kaveh, Baldwin, Bridget, Balu, Suresh, Bashir, Mustafa R., Bhapkar, Manju, Bigelow, Robert, Black, Tanya, Blanco, Rosalia, Bloomfield, Gerald, Borkar, Durga, Bouk, Leah, Boulware, Ebony, Brugnoni, Nikki, Campbell, Erin, Campbell, Paul, Carin, Larry, Cassella, Tammy Jo, Cates, Tina, Montgomery, Ranee Chatterjee, Christian, Victoria, Choong, John, Cohen-Wolkowiez, Michael, Cook, Elizabeth, Cousins, Scott, Crawford, Ashley, Datta, Nisha, Daubert, Melissa, Davis, James, Dirkes, Jillian, Doan, Isabelle, Dockery, Marie, Douglas, Pamela S., Duckworth, Shelly, Dunham, Ashley, Dunn, Gary, Ebersohl, Ryan, Eckstrand, Julie, Fang, Vivienne, Flora, April, Ford, Emily, Foster, Lucia, Fraulo, Elizabeth, French, John, Ginsburg, Geoffrey S., Green, Cindy, Greene, Latoya, Guptill, Jeffrey, Hamel, Donna, Hamill, Jennifer, Harrington, Chris, Harrison, Rob, Hedges, Lauren, Heidenfelder, Brooke, Hernandez, Adrian F., Heydary, Cindy, Hicks, Tim, Hight, Lina, Hopkins, Deborah, Huang, Erich S., Huh, Grace, Hurst, Jillian, Inman, Kelly, Janas, Gemini, Jaffee, Glenn, Johnson, Janace, Keaton, Tiffanie, Khouri, Michel, King, Daniel, Korzekwinski, Jennifer, Koweek, Lynne H., Kuo, Anthony, Kwee, Lydia, Landis, Dawn, Lipsky, Rachele, Lopez, Desiree, Lowry, Carolyn, Marcom, Kelly, Marsolo, Keith, McAdams, Paige, McCall, Shannon, McGarrah, Robert, McGugan, John, Mee, Dani, Mervin-Blake, Sabrena, Mettu, Prithu, Meyer, Mathias, Meyers, Justin, Miller, Calire N., Moen, Rebecca, Muhlbaier, Lawrence H., Murphy, Michael, Neely, Ben, Newby, L. Kristin, Nicoldson, Jayne, Nguyen, Hoang, Nguyen, Maggie, O'Brien, Lori, Onal, Sumru, O'Quinn, Jeremey, Page, David, Pagidipati, Neha J., Parikh, Kishan, Palmer, Sarah R., Patrick-Lake, Bray, Pattison, Brenda, Pencina, Michael, Peterson, Eric D., Piccini, Jon, Poole, Terry, Povsic, Tom, Provencher, Alicia, Rabineau, Dawn, Rich, Annette, Rimmer, Susan, Schwartz, Fides, Serafin, Angela, Shah, Nishant, Shah, Svati, Shields, Kelly, Shipes, Steven, Shrader, Peter, Stiber, Jon, Sutton, Lynn, Swamy, Geeta, Thomas, Betsy, Torres, Sandra, Tucci, Debara, Twisdale, Anthony, Walker, Brooke, Whitney, Susan A., Williamson, Robin, Wilverding, Lauren, Wong, Charlene A., Wruck, Lisa, Young, Ellen, Perlmutter, Jane, Krug, Sarah, Bowman-Zatzkin, S. Whitney, Assimes, Themistocles, Bajaj, Vikram, Cheong, Maxwell, Das, Millie, Desai, Manisha, Fan, Alice C., Fleischmann, Dominik, Gambhir, Sanjiv S., Gold, Garry, Haddad, Francois, Hong, David, Langlotz, Curtis, Liao, Yaping J., Lu, Rong, Mahaffey, Kenneth W., Maron, David, McCue, Rebecca, Munshi, Rajan, Rodriguez, Fatima, Shashidhar, Sumana, Sledge, George, Spielman, Susie, Spitler, Ryan, Swope, Sue, Williams, Donna, Pepine, Carl J, Lantos, John D, Pignone, Michael, Heagerty, Patrick, Beskow, Laura, Bernard, Gordon, Abad, Kelley, Angi, Giulia, Califf, Robert M., Deang, Lawrence, Huynh, Joy, Liu, Manway, Mao, Cherry, Magdaleno, Michael, Marks, William J., Jr., Mega, Jessica, Miller, David, Ong, Nicole, Patel, Darshita, Ridaura, Vanessa, Shore, Scarlet, Short, Sarah, Tran, Michelle, Vu, Veronica, Wong, Celeste, Green, Robert C., Hernandez, John, Benge, Jolene, Negrete, Gislia, Sierra, Gelsey, Schaack, Terry, Tseng, Vincent W.S., Tharp, Jordan A., Reiter, Jacob E., Ferrer, Weston, Hong, David S., Doraiswamy, P. Murali, Nickels, Stefanie

Publikováno v: In Psychiatry Research March 2024 333

Achievement of LDL-C

Autor: Navar, Ann Marie, Shah, Nishant P., Shrader, Peter, Thomas, Laine E., Ahmad, Zahid, Allred, Clint, Chamberlain, Alanna M., Chrischilles, Elizabeth A., Dhalwani, Nafeesa, Effron, Mark B., Hayek, Salim, Jones, Laney K., Kalich, Bethany, Shapiro, Michael D., Wójcik, Cezary, Peterson, Eric D.

Publikováno v: In American Heart Journal June 2024

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Generalizability of an EHR-network dataset to the United States for cardiovascular disease conditions: Comparison of Cerner real world data with the national inpatient sample

Autor: Shah, Nishant P., Peterson, Eric D., Page, Courtney, Blanco, Rosalia, Navar, Ann Marie

Publikováno v: In American Heart Journal September 2023 263:64-72