4,507 results on '"Shrier A"'
Search Results
2. Recanting witness and natural direct effects: Violations of assumptions or definitions?
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Shrier, Ian
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Statistics - Methodology - Abstract
There have been numerous publications on the advantages and disadvantages of estimating natural (pure) effects compared to controlled effects. One of the main criticisms of natural effects is that it requires an additional assumption for identifiability, namely that the exposure does not cause a confounder of the mediator-outcome relationship. However, every analysis in every study should begin with a research question expressed in ordinary language. Researchers then develop/use mathematical expressions or estimators to best answer these ordinary language questions. When a recanting witness is present, the paper illustrates that there are no violations of assumptions. Rather, using directed acyclic graphs, the typical estimators for natural effects are simply no longer answering any meaningful question. Although some might view this as semantics, the proposed approach illustrates why the more recent methods of path-specific effects and separable effects are more valid and transparent compared to previous methods for decomposition analysis., Comment: 5 pages, 1 figure
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- 2024
3. Identifying and Minimizing Incentives for Competing Interests in Sports Medicine Publications
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Shrier, Ian, Impellizzeri, Franco M., and Stovitz, Steven D.
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- 2024
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4. Simulation Experiments as a Causal Problem
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Stokes, Tyrel, Shrier, Ian, and Steele, Russell
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Statistics - Methodology ,Economics - Econometrics ,Mathematics - Statistics Theory ,Statistics - Computation - Abstract
Simulation methods are among the most ubiquitous methodological tools in statistical science. In particular, statisticians often is simulation to explore properties of statistical functionals in models for which developed statistical theory is insufficient or to assess finite sample properties of theoretical results. We show that the design of simulation experiments can be viewed from the perspective of causal intervention on a data generating mechanism. We then demonstrate the use of causal tools and frameworks in this context. Our perspective is agnostic to the particular domain of the simulation experiment which increases the potential impact of our proposed approach. In this paper, we consider two illustrative examples. First, we re-examine a predictive machine learning example from a popular textbook designed to assess the relationship between mean function complexity and the mean-squared error. Second, we discuss a traditional causal inference method problem, simulating the effect of unmeasured confounding on estimation, specifically to illustrate bias amplification. In both cases, applying causal principles and using graphical models with parameters and distributions as nodes in the spirit of influence diagrams can 1) make precise which estimand the simulation targets , 2) suggest modifications to better attain the simulation goals, and 3) provide scaffolding to discuss performance criteria for a particular simulation design., Comment: 19 pages, 17 figures. Under review at Statistical Science
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- 2023
5. Principles of musculoskeletal sport injuries for epidemiologists: a review
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Wang, Chinchin, Stovitz, Steven D., Kaufman, Jay S., Steele, Russell J., and Shrier, Ian
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- 2024
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6. Predicting discrete-time bifurcations with deep learning
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Bury, Thomas M., Dylewsky, Daniel, Bauch, Chris T., Anand, Madhur, Glass, Leon, Shrier, Alvin, and Bub, Gil
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Quantitative Biology - Quantitative Methods ,Computer Science - Machine Learning ,Mathematics - Dynamical Systems - Abstract
Many natural and man-made systems are prone to critical transitions -- abrupt and potentially devastating changes in dynamics. Deep learning classifiers can provide an early warning signal (EWS) for critical transitions by learning generic features of bifurcations (dynamical instabilities) from large simulated training data sets. So far, classifiers have only been trained to predict continuous-time bifurcations, ignoring rich dynamics unique to discrete-time bifurcations. Here, we train a deep learning classifier to provide an EWS for the five local discrete-time bifurcations of codimension-1. We test the classifier on simulation data from discrete-time models used in physiology, economics and ecology, as well as experimental data of spontaneously beating chick-heart aggregates that undergo a period-doubling bifurcation. The classifier outperforms commonly used EWS under a wide range of noise intensities and rates of approach to the bifurcation. It also predicts the correct bifurcation in most cases, with particularly high accuracy for the period-doubling, Neimark-Sacker and fold bifurcations. Deep learning as a tool for bifurcation prediction is still in its nascence and has the potential to transform the way we monitor systems for critical transitions.
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- 2023
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7. Adapting a Counseling-Plus-mHealth Intervention for the Virtual Environment to Reduce Sexual and Reproductive Health Risk Among Young Women with Depression
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O’Connell, Maddie, Gluskin, Brittany, Parker, Sarah, Burke, Pamela J., Pluhar, Emily, Guss, Carly E., and Shrier, Lydia A.
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- 2023
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8. Principles of musculoskeletal sport injuries for epidemiologists: a review
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Chinchin Wang, Steven D. Stovitz, Jay S. Kaufman, Russell J. Steele, and Ian Shrier
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Sport injuries ,Musculoskeletal system ,Epidemiology ,Strains and sprains ,Medical emergencies. Critical care. Intensive care. First aid ,RC86-88.9 ,Public aspects of medicine ,RA1-1270 - Abstract
Abstract Background Musculoskeletal injuries are a common occurrence in sport. The goal of sport injury epidemiology is to study these injuries at a population level to inform their prevention and treatment. Main body This review provides an overview of musculoskeletal sport injuries and the musculoskeletal system from a biological and epidemiologic perspective, including injury mechanism, categorizations and types of sport injuries, healing, and subsequent injuries. It is meant to provide a concise introductory substantive background of musculoskeletal sport injuries for epidemiologists who may not have formal training in the underlying anatomy and pathophysiology. Conclusion An understanding of sport injuries is important for researchers in sport injury epidemiology when determining how to best define and assess their research questions and measures.
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- 2024
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9. Humanity’s Greatest Existential Crisis : How We Learn to Love Our New AI Overlords
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Shrier, David L.
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- 2023
10. Target trial framework for determining the effect of changes in training load on injury risk using observational data: a methodological commentary
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Ian Shrier, Russell J Steele, Chinchin Wang, and Jay S Kaufman
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Medicine (General) ,R5-920 - Abstract
In recent years, a large focus has been placed on managing training load for injury prevention. To minimise injuries, training recommendations should be based on research that examines causal relationships between load and injury risk. While observational studies can be used to estimate causal effects, conventional methods to study the relationship between load and injury are prone to bias. The target trial framework is a valuable tool that requires researchers to emulate a hypothetical randomised trial using observational data. This framework helps to explicitly define research questions and design studies in a way that estimates causal effects. This article provides an overview of the components of the target trial framework as applied to studies on load and injury and describes various considerations that should be made in study design and analyses to minimise bias.
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- 2024
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11. What do we know about Objective Structured Clinical Examination in Sport and Exercise Medicine? A scoping review
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Reem El Sherif, Ian Shrier, Pierre-Paul Tellier, and Charo Rodriguez
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Education (General) ,L7-991 ,Medicine (General) ,R5-920 - Abstract
Background and objectives: Despite the importance of the Objective Structured Clinical Examination (OSCE) in Sport and Exercise Medicine, the literature on the topic is fragmented and has been poorly developed. The goal of this review was to map current knowledge about how the OSCE is used in Sport and Exercise Medicine, and to identify knowledge gaps for future research. Method: The authors conducted a scoping review. They searched PubMed and Scopus for articles using key terms related to 'OSCE' and 'sport medicine' with no limit on search start date and up to July 2022. Retrieved records were imported, abstracts were screened, and full-text articles were reviewed. A forward and backward citation tracking was conducted. Data was extracted and a qualitative meta-summary of the studies was conducted. Results: A total of 469 records were screened, and 22 studies were included. The objectives of the studies included using OSCEs to assess knowledge/skills after a training program (n = 11), to assess an intervention (n = 8), and to assess and improve the OSCE itself (n = 3). Thirteen studies reported validity and/or reliability of the OSCE. Conclusion: Despite the widespread use of OSCEs in the examination of Sport and Exercise Medicine trainees, only a handful of scholarly works have been published. More research is needed to support the use of OSCE in Sport and Exercise Medicine for its initial purpose. We highlight avenues for future research such as assessing the need for a deeper exploration of the relationship between candidate characteristics and OSCE scores.
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- 2024
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12. Telehealth counseling plus mHealth intervention for cannabis use in emerging adults: Development and a remote open pilot trial
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Shrier, Lydia A., McCaskill, Nicholas H., Smith, Madeline C., O'Connell, Madison M., Gluskin, Brittany S., Parker, Sarah, Everett, Veronica, Burke, Pamela J., and Harris, Sion Kim
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- 2024
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13. Return of genetic research results in 21,532 individuals with autism
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Aarrestad, Alexandria, Abbeduto, Leonard, Aberbach, Gabriella, Aberle, Shelley, Adegbite, Adediwura, Adeniji, Debbie, Aguilar, Maria, Ahlers, Kaitlyn, Albright, Charles, Alessandri, Michael, Algaze, Zach, Alkazi, Jasem, Amador, Raquel, Amaral, David, Amon, Logan, Amundsen, Leonor, Andrus, Alicia, Anglo, Claudine, Annett, Robert, Arar, Adam, Arnold, Jonathan, Arriaga, Ivette, Arzate, Eduardo, Ashley, Raven, Aslamy, Leilemah, Baalman, Kelli, Baer, Melissa, Bahi, Ethan, Bailey, Joshua, Baldlock, Zachary, Banks, Grabrielle, Baraghoshi, Gabriele, Bardett, Nicole, Barrett, Mallory, Bartholomew, Yan, Bates, Heidi, Beard, Katie, Becerra, Juana, Beckwith, Malia, Beechan, Paige, Beeson, Landon, Beeson, Josh, Bell, Brandi, Belli, Monica, Bentley, Dawn, Berger, Natalie, Berman, Anna, Bernier, Raphael, Berry-Kravis, Elizabeth, Berwanger, Mary, Birdwell, Shelby, Blank, Elizabeth, Bond, Rebecca, Booker, Stephanie, Bordofsky, Aniela, Bower, Erin, Bowers, Lukas, Bradley, Catherine, Brayer, Heather, Brewster, Stephanie, Brown, Hallie, Brown, Alison, Brown, Melissa, Buck, Catherine, Buescher, Cate, Bullon, Kayleigh, Buraima, Joy, Butter, Eric, Caamano, Amalia, Cacciato, Nicole, CaI, Wenteng, Calderon, Norma, Callahan, Kristen, Camba, Alexies, Campo-Soria, Claudia, Caprara, Giuliana, Carbone, Paul, Carpenter, Laura, Carpenter, Sarah, Casseus, Myriam, Casten, Lucas, Catherine, Sullivan, Chappo, Ashley, Chavez, Kimberly, Cheathem-Johnson, Randi, Chen, Tia, Chintalapalli, Sharmista, Cho, Daniel, Choi, Y.B., Clark, Nia, Clark, Renee, Coffman, Marika, Coleman, Laura, Coleman, Kendra, Collins, Alister, Columbi, Costanza, Comitre, Joaquin, Constant, Stephanie, Contra, Arin, Conyers, Sarah, Cooper, Lindsey, Cooper, Cameron, Coppola, Leigh, Corlett, Allison, Corrales, Lady, Correa, Dahriana, Cottrell, Hannah, Coughlin, Michelle, Courchesne, Eric, Coury, Dan, Crocetti, Deana, Croson, Carrie, Crowell, Judith, Cubells, Joseph, Cunningham, Sean, Currin, Mary, Cutri, Michele, D'Ambrosi, Sophia, David, Giancarla, Davis, Ayana, Davis, Sabrina, Decius, Nickelle, Delaporte, Jennifer, DeMarco, Lindsey, Dennis, Brandy, Deronda, Alyssa, Dhawan, Esha, Dichter, Gabriel, Doan, Ryan, Dominick, Kelli, Ortega, Leonardo Dominquez, Doyle, Erin, Drayton, Andrea, DuBois, Megan, Dudley, Johnny, Duhon, Gabrielle, Duncan, Grabrielle, Duncan, Amie, Dunlevy, Megan, Dyer, Meaghan, Earl, Rachel, Edmonson, Catherine, Eldred, Sara, Elliott, Nelita, Emery, Brooke, Enright, Barbara, Erb, Sarah, Erickson, Craig, Esler, Amy, Estevez, Liza, Fanta, Anne, Fassler, Carrie, Fatemi, Ali, Fazal, Faris, Featherston, Marilyn, Ferguson, Jonathan, Fish, Angela, Fitzgerald, Kate, Flores, Kathleen, Fombonne, Eric, Foster, Margaret, Fowler, Tiffany, Fox, Emma, Fox, Emily, Francis, Sunday, Frayne, Margot, Froman, Sierra, Fuller, Laura, Galbraith, Virginia, Gallimore, Dakota, Gambrell, Ariana, Gazestani, Vahid, Geisheker, Madeleine R., Gerdts, Jennifer, Geschwind, Daniel, Ghaziuddin, Mohammad, Ghina, Haidar, Given, Erin, Goetz, Mykayla, Gong, Jared, Gonring, Kelsey, Gonzalez, Natalia, Gonzalez, Antonio, Goodwill, Ellie, Gordon, Rachel, Graham, Carter, Gray, Catherine, Grimes, Ellen, Griswold, Anthony, Gu, Pan, Guilfoyle, Janna, Gulsrud, Amanda, Gunderson, Jaclyn, Gunter, Chris, Gupta, Sanya, Gupta, Abha, Gutierrez, Anibal, Gwynette, Frampton, Haidar, Ghina, Hale, Melissa, Haley, Monica, Hall, Lauren K., Hamer, Kira, Hamilton, Piper, Hanna, Nathan, Hardan, Antonio, Harkins, Christina, Harrell, Eldric, Harris, Jill, Harris, Nina, Hayes, Caitlin, Hayse, Braden, Heckers, Teryn, Heerwagen, Kathryn, Hennelly, Daniela, Herbert, Lynette, Hermle, Luke, Hernandez, Briana, Herrera, Clara, Hess, Amy, Heyman, Michelle, Higgins, Lorrin, Phillips, Brittani Hilscher, Hirst, Kathy, Ho, Theodore, Hoffman, Emily, Hojlo, Margaret, Honaker, Makayla, Hong, Michael, Hooks, Gregory, Horner, Susannah, Horton, Danielle, Hounchell, Melanie, Howes, Dain, Huang-Storm, Lark, Hunter, Samantha, Hutter, Hanna, Hyde, Emily, Ibanez, Teresa, Ingram, Kelly, Istephanous, Dalia, Jacob, Suma, Jarratt, Andrea, Jelinek, Anna, Johnson, Mary, Jones, Mya, Jones, Garland, Jones, Mark, Jorgenson, Alissa, Judge, Jessyca, Kalb, Luther, Kalmus, Taylor, Kang, Sungeun, Kangas, Elizabeth, Kanne, Stephen, Kaplan, Hannah, Khan, Sara, Kim, Sophy, Kim, Annes, Kitaygordsky, Alex, Klaiman, Cheryl, Klever, Adam, Koene, Hope, Koomar, Tanner, Koza, Melinda, Kramer, Sydney, Krushena, Meghan, Kurtz-Nelson, Eva, Lamarche, Elena, Lampert, Erica, Lamy, Martine, Landa, Rebecca, Lebron-Cruz, Alexa, Lechniak, Holly, Lee, Soo, Leight, Bruce, Lerner, Matthew, Lesher, Laurie, Lewis, Courtney, Li, Hai, Li, Deana, Libove, Robin, Lillie, Natasha, Limon, Danica, Limpoco, Desi, Lin, Melody, Littlefield, Sandy, Lobisi, Brandon, Locarno, Laura, Long, Nancy, Long, Bailey, Long, Kennadie, Lopez, Marilyn, Lovering, Taylor, Lozano, Ivana, Lucio, Daniella, Luo, Addie, Luu, My-Linh, Lyon, Audrey, Ma, Julia, Madi, Natalie, Malloch, Lacy, Mankaryous, Reanna, Manning, Patricia, Mantey, Alvin, Marini, Richard, Marsden, Alexandra, Marwali, Clarissa, Marzano, Gabriela, Mason, Andrew, Mastel, Sarah, Mathai, Sheena, Matthews, Emily, Matusoff, Emma, Maxim, Clara, McCarthy, Caitlin, McClellen, Lynn, Mccoy, Nicole, McCullough, Kaylen, McDonald, Brooke, McGalliard, Julie, McIntyre, Anne-Marie, McKenna, Brooke, McKenzie, Alexander, McTaggart, Megan, Meinen, Hannah, Melnyk, Sophia, Miceli, Alexandra, Michaels, Sarah, Michaelson, Jacob, Milan, Estefania, Miller, Melissa, Milliken, Anna, Minton, Kyla, Mitchell, Terry, Gunn, Amanda Moffitt, Mohiuddin, Sarah, Money, Gina, Montezuma, Jessie, Mooney, Lindsey, Moore, Margo, Morales-Lara, Amy, Morgan, Kelly, Morotti, Hadley, Morrier, Michael, Munoz, Maria, Lavanderos, Ambar Munoz, Murali, Shwetha, Murillo, Karla, Murray, Kailey, Myhre, Erin, Neely, Jason, Neuhaus, Emily, Newman, Olivia, Nguyen, Richard, Nguyen, Victoria, Nichols, Evelyn, Nicholson, Amy, Niederhauser, Melanie, Norris, Megan, Norton, Shai, Nowell, Kerri, O’Brien, Kaela, O’Meara, Mitchell, O’Neil, Molly, O'Roak, Brian, Ocampo, Edith, Ochoa-Lubinoff, Cesar, Oft, Anna, Orobio, Jessica, Ortiz, Crissy, Ousley, Opal, Oyeyemi, Motunrayo, Pacheco, Lillian, Palacios, Valeria, Palmer, Samiza, Palmeri, Isabella, Pama, Katrina, Pandey, Juhi, Paolicelli, Anna Marie, Parker, Jaylaan, Patterson, Morgan, Pawlowski, Katherine, Pedapati, Ernest, Pepper, Michah, Perrin, Jeremy, Peura, Christine, Phillips, Diamond, Pierce, Karen, Piven, Joseph, Plate, Juhi, Polanco, Jose, Pott-Schmidt, Natalie, Pramparo, Tiziano, Pratt, Taleen, Prock, Lisa, White, Stormi Pulver, Qi, Hongjian, Qiu, Shanping, Queen, Eva, Questel, Marcia, Quinones, Ashley, Rambeck, Desiree, Randall, Shelley, Ranganathan, Vaikunt, Raymond, Laurie, Rayos, Madelyn, Real, Kelly, Rhea, Anna, Rice, Catherine, Richardson, Harper, Riffle, Stacy, Robertson, Tracy, Roby, Erin, Rocha, Ana, Roche, Casey, Rodriguez, Nicki, Rodriguez, Bianca, Roeder, Katherine, Rojas, Daniela, Rosewater, Jacob, Rosselott, Hilary, Runyan, Payton, Russo, Nicole, Rutter, Tara, Ruzzo, Elizabeth, Sahin, Mustafa, Salem, Fatima, Sanchez, Rebecca, Sanders, Muave, Sanderson, Tayler, Sandhu, Sophie, Sanford, Katelyn, Santangelo, Susan, Santulli, Madeline, Sarver, Dustin, Savage, Madeline, Scherr, Jessica, Schneider, Hoa, Schools, Hayley, Schoonover, Gregory, Schultz, Robert, Sebolt, Cheyanne, Shaffer, Rebecca, Shameen, Sana, Sherard, Curry, Shikov, Roman, Shillington, Amelle, Shir, Mojeeb, Shocklee, Amanda, Shrier, Clara, Shulman, Lisa, Siegel, Matt, Simon, Andrea, Simon, Laura, Singh, Arushi, Singh, Vini, Smalley, Devin, Smith, Kaitlin, Smith, Chris, Smith, Ashlyn, Soorya, Latha, Soscia, Julia, Soucy, Aubrie, Stchur, Laura, Steele, Morgan, Srishyla, Diksha, Stamps, Danielle, Sussman, Nicole, Swanson, Amy, Sweeney, Megan, Sziklay, Anthony, Tafolla, Maira, Taiba, Jabeen, Takahashi, Nicole, Terroso, Sydney, Strathearn, Camilla, Thomas, Taylor, Thompson, Samantha, Touchette, Ellyn, Townsend, Laina, Trog, Madison, Tsai, Katherine, Tseng, Angela, Tshering, Paullani, Tso, Ivy, Valicenti-Mcdermott, Maria, VanMetre, Bonnie, VanWade, Candace, Turecki, Samuel, Vargo, Kerrigan, Vattuone, Cristiana, Veenstra-Vanderweele, Jeremy, Vehorn, Alison, Benitez Velazquez, Alan Jesus, Verdi, Mary, Villalobos, Michele, Vrittamani, Lakshmi, Wainer, Allison, Wallace, Jermel, Walston, Corrie, Wang, Jiayaho, Ward, Audrey, Warren, Zachary, Washington, Katherine, Westerkamp, Grace, White, Sabrina, Wink, Logan, Winoto, Fiona, Winters, Sarah, Wodka, Ericka, Xavier, Samantha, Xu, Sidi, Yang, Yi, Yang, WhaJames, Yang, Amy, Yinger, Meredith, Yu, Timothy, Zaro, Christopher, Zha, Cindy, Zhang, Haicang, Zhao, Haoquan, Zick, Allyson, Salmon, Lauren Ziegelmayer, Wright, Jessica R., Astrovskaya, Irina, Barns, Sarah D., Goler, Alexandra, Zhou, Xueya, Shu, Chang, Snyder, LeeAnne Green, Han, Bing, Shen, Yufeng, Volfovsky, Natalia, Hall, Jacob B., Feliciano, Pamela, and Chung, Wendy K.
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- 2024
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14. Understanding Training Load as Exposure and Dose
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Impellizzeri, Franco M., Shrier, Ian, McLaren, Shaun J., Coutts, Aaron J., McCall, Alan, Slattery, Katie, Jeffries, Annie C., and Kalkhoven, Judd T.
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- 2023
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15. Bad Therapy: Why the Kids Aren't Growing Up
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Abigail Shrier
- Published
- 2024
16. Methodology of Measure of Similarity in Student Video Sequence of Interactions
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Mbouzao, Boniface, Desmarais, Michel C., and Shrier, Ian
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Massive online Open Courses (MOOCs) make extensive use of videos. Students interact with them by pausing, seeking forward or backward, replaying segments, etc. We can reasonably assume that students have different patterns of video interactions, but it remains hard to compare student video interactions. Some methods were developed, such as Markov Chain and Edit Distance. However, these methods have caveats as we show with prototypical examples. This paper proposes a new methodology of comparing video sequences of interaction based both on time spent in each state and the succession of states by computing the distance between the transition matrices of the video interaction sequences. Results show the proposed methodology can better characterize video interaction in a task to discriminate which student is interacting with a video, or which video a student is interacting with. [For the full proceedings, see ED607784.]
- Published
- 2020
17. Predicting Time to Return to Cannabis Use After a Cessation Attempt: Impact of Cumulated Exposure to Nicotine-Containing Products
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Natalia Poliakova, Lydia A. Shrier, Sion Kim Harris, and Richard E. Bélanger
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Public aspects of medicine ,RA1-1270 - Abstract
Objective: Cannabis is frequently co-used with tobacco/nicotine products, especially among young adults. Little is known about the effects of this co-use on cannabis cessation outcomes. Within a sample of young adults using cannabis frequently (current use of ≥5 days/week in the past 3 months), this study aimed to (a) document sources of exposure to tobacco/nicotine products, whether used simultaneously with cannabis or on different occasions, (b) examine if the level of cumulated exposure to tobacco/nicotine (self-reported or from biochemical testing) could predict time to cannabis lapse during a cannabis abstinence period, and (c) explore the relationship between nicotine/tobacco exposure and time to cannabis lapse according to tobacco cigarette smoking status. Method: Urine cotinine measures and self-reported data on use of different tobacco/nicotine products, collected from 32 participants (aged 19 to 23), were analyzed to predict time to lapse during a 2-week period of attempted abstinence from cannabis, controlling for cannabis dependence and sex. Results: Half of participants (56.3%) used at least one tobacco/nicotine product. Higher urine cotinine, representing higher cumulated tobacco/nicotine exposure, was related to a higher risk of lapsing (Hazard Ratio [HR] = 1.64; 95%CI [1.04, 2.58]). The risk of lapsing was even higher ([HR] = 3.46; 95%CI [1.17, 10.25]) among heavily tobacco/nicotine exposed (>600 ng/mL, urine cotinine) participants than among unexposed (
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- 2024
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18. Standard Versus Family-Based Screening, Brief Intervention, and Referral to Treatment for Adolescent Substance Use in Primary Care: Protocol for a Multisite Randomized Effectiveness Trial
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Aaron Hogue, Nicole P Porter, Timothy J Ozechowski, Sara J Becker, Megan A O'Grady, Molly Bobek, Monica Cerniglia, Kevin Ambrose, Alexandra MacLean, Scott E Hadland, Hetty Cunningham, Sarah M Bagley, Lon Sherritt, Maddie O'Connell, Lydia A Shrier, and Sion Kim Harris
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Medicine ,Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
BackgroundScreening, brief intervention, and referral to treatment for adolescents (SBIRT-A) is widely recommended to promote detection and early intervention for alcohol and other drug (AOD) use in pediatric primary care. Existing SBIRT-A procedures rely almost exclusively on adolescents alone, despite the recognition of caregivers as critical protective factors in adolescent development and AOD use. Moreover, controlled SBIRT-A studies conducted in primary care have yielded inconsistent findings about implementation feasibility and effects on AOD outcomes and overall developmental functioning. There is urgent need to investigate the value of systematically incorporating caregivers in SBIRT-A procedures. ObjectiveThis randomized effectiveness trial will advance research and scope on SBIRT-A in primary care by conducting a head-to-head test of 2 conceptually grounded, evidence-informed approaches: a standard adolescent-only approach (SBIRT-A-Standard) versus a more expansive family-based approach (SBIRT-A-Family). The SBIRT-A-Family approach enhances the procedures of the SBIRT-A-Standard approach by screening for AOD risk with both adolescents and caregivers; leveraging multidomain, multireporter AOD risk and protection data to inform case identification and risk categorization; and directly involving caregivers in brief intervention and referral to treatment activities. MethodsThe study will include 2300 adolescents (aged 12-17 y) and their caregivers attending 1 of 3 hospital-affiliated pediatric settings serving diverse patient populations in major urban areas. Study recruitment, screening, randomization, and all SBIRT-A activities will occur during a single pediatric visit. SBIRT-A procedures will be delivered digitally on handheld tablets using patient-facing and provider-facing programming. Primary outcomes (AOD use, co-occurring behavior problems, and parent-adolescent communication about AOD use) and secondary outcomes (adolescent quality of life, adolescent risk factors, and therapy attendance) will be assessed at screening and initial assessment and 3-, 6-, 9-, and 12-month follow-ups. The study is well powered to conduct all planned main and moderator (age, sex, race, ethnicity, and youth AOD risk status) analyses. ResultsThis study will be conducted over a 5-year period. Provider training was initiated in year 1 (December 2023). Participant recruitment and follow-up data collection began in year 2 (March 2024). We expect the results from this study to be published in early 2027. ConclusionsSBIRT-A is widely endorsed but currently underused in pediatric primary care settings, and questions remain about optimal approaches and overall effectiveness. In particular, referral to treatment procedures in primary care remains virtually untested among youth. In addition, whereas research strongly supports involving families in interventions for adolescent AOD, SBIRT-A effectiveness trial testing approaches that actively engage family members in primary care are absent. This trial is designed to help fill these research gaps to inform the critical health decision of whether and how to include caregivers in SBIRT-A activities conducted in pediatric primary care. Trial RegistrationClinicalTrials.gov NCT05964010; https://www.clinicaltrials.gov/study/NCT05964010 International Registered Report Identifier (IRRID)PRR1-10.2196/54486
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- 2024
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19. Correction: Computer-Facilitated Screening and Brief Intervention for Alcohol Use Risk in Adolescent Patients of Pediatric Primary Care Offices: Protocol for a Cluster Randomized Controlled Trial
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Lydia A Shrier, Madison M O'Connell, Alessandra Torres, Laura P Shone, Alexander G Fiks, Julia A Plumb, Jessica L Maturo, Nicholas H McCaskill, Donna Harris, Pamela J Burke, Thatcher Felt, Marie Lynd Murphy, Lon Sherritt, and Sion Kim Harris
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Medicine ,Computer applications to medicine. Medical informatics ,R858-859.7 - Published
- 2024
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20. Computer-Facilitated Screening and Brief Intervention for Alcohol Use Risk in Adolescent Patients of Pediatric Primary Care Offices: Protocol for a Cluster Randomized Controlled Trial
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Lydia A Shrier, Madison M O'Connell, Alessandra Torres, Laura P Shone, Alexander G Fiks, Julia A Plumb, Jessica L Maturo, Nicholas H McCaskill, Donna Harris, Pamela J Burke, Thatcher Felt, Marie Lynd Murphy, Lon Sherritt, and Sion Kim Harris
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Medicine ,Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
BackgroundAlcohol and other substance use disorders usually begin with substance use in adolescence. Pediatric primary care offices, where most adolescents receive health care, are a promising venue for early identification of substance use and for brief intervention to prevent associated problems and the development of substance use disorder. ObjectiveThis study tests the effects of a computer-facilitated screening and brief intervention (cSBI) system (the CRAFFT [Car, Relax, Alone, Forget, Family/Friends, Trouble] Interactive System [CRAFFT-IS]) on heavy episodic drinking, riding with a driver who is substance impaired, or driving while substance impaired among adolescents aged 14 to 17 years presenting for a well visit at pediatric primary care practices. MethodsWe are conducting a cluster randomized controlled trial of the CRAFFT-IS versus usual care and recruiting up to 40 primary care clinicians at up to 20 pediatric primary care practices within the American Academy of Pediatrics (AAP) Pediatric Research in Office Settings network. Clinicians are randomized 1:1 within each practice to implement the CRAFFT-IS or usual care with a target sample size of 1300 adolescent patients aged 14 to 17 years. At study start, intervention clinicians complete web-based modules, trainer-led live sessions, and mock sessions to establish baseline competency with intervention counseling. Adolescents receive mailed recruitment materials that invite adolescents to complete an eligibility survey. Eligible and interested adolescents provide informed assent (parental permission requirement has been waived). Before their visit, enrolled adolescents seeing intervention clinicians complete a self-administered web-based CRAFFT screening questionnaire and view brief psychoeducational content illustrating substance use–associated health risks. During the visit, intervention clinicians access a computerized summary of the patient’s screening results and a tailored counseling script to deliver a motivational interviewing–based brief intervention. All participants complete previsit, postvisit, and 12-month follow-up study assessments. Primary outcomes include past 90-day heavy episodic drinking and riding with a driver who is substance impaired at 3-, 6-, 9-, and 12-month follow-ups. Multiple logistic regression modeling with generalized estimating equations and mixed effects modeling will be used in outcomes analyses. Exploratory aims include examining other substance use outcomes (eg, cannabis and nicotine vaping), potential mediators of intervention effect (eg, self-efficacy not to drink), and effect moderation by baseline risk level and sociodemographic characteristics. ResultsThe AAP Institutional Review Board approved this study. The first practice and clinicians were enrolled in August 2022; as of July 2023, a total of 6 practices (23 clinicians) had enrolled. Recruitment is expected to continue until late 2024 or early 2025. Data collection will be completed in 2025 or 2026. ConclusionsFindings from this study will inform the promotion of high-quality screening and brief intervention efforts in pediatric primary care with the aim of reducing alcohol-related morbidity and mortality during adolescence and beyond. Trial RegistrationClinicalTrials.gov NCT04450966; https://www.clinicaltrials.gov/study/NCT04450966 International Registered Report Identifier (IRRID)DERR1-10.2196/55039
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- 2024
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21. Predicting discrete-time bifurcations with deep learning
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Thomas M. Bury, Daniel Dylewsky, Chris T. Bauch, Madhur Anand, Leon Glass, Alvin Shrier, and Gil Bub
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Science - Abstract
Abstract Many natural and man-made systems are prone to critical transitions—abrupt and potentially devastating changes in dynamics. Deep learning classifiers can provide an early warning signal for critical transitions by learning generic features of bifurcations from large simulated training data sets. So far, classifiers have only been trained to predict continuous-time bifurcations, ignoring rich dynamics unique to discrete-time bifurcations. Here, we train a deep learning classifier to provide an early warning signal for the five local discrete-time bifurcations of codimension-one. We test the classifier on simulation data from discrete-time models used in physiology, economics and ecology, as well as experimental data of spontaneously beating chick-heart aggregates that undergo a period-doubling bifurcation. The classifier shows higher sensitivity and specificity than commonly used early warning signals under a wide range of noise intensities and rates of approach to the bifurcation. It also predicts the correct bifurcation in most cases, with particularly high accuracy for the period-doubling, Neimark-Sacker and fold bifurcations. Deep learning as a tool for bifurcation prediction is still in its nascence and has the potential to transform the way we monitor systems for critical transitions.
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- 2023
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22. Multimodal sensory control of motor performance by glycinergic interneurons of the mouse spinal cord deep dorsal horn
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Gradwell, Mark A., Ozeri-Engelhard, Nofar, Eisdorfer, Jaclyn T., Laflamme, Olivier D., Gonzalez, Melissa, Upadhyay, Aman, Medlock, Laura, Shrier, Tara, Patel, Komal R., Aoki, Adin, Gandhi, Melissa, Abbas-Zadeh, Gloria, Oputa, Olisemaka, Thackray, Joshua K., Ricci, Matthew, George, Arlene, Yusuf, Nusrath, Keating, Jessica, Imtiaz, Zarghona, Alomary, Simona A., Bohic, Manon, Haas, Michael, Hernandez, Yurdiana, Prescott, Steven A., Akay, Turgay, and Abraira, Victoria E.
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- 2024
- Full Text
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23. Validation of a single question for the assessment of past three-month alcohol consumption among adolescents
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Levy, Sharon, Wisk, Lauren E, Chadi, Nicholas, Lunstead, Julie, Shrier, Lydia A, and Weitzman, Elissa R
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Substance Misuse ,Clinical Research ,Alcoholism ,Alcohol Use and Health ,Prevention ,Screening And Brief Intervention For Substance Abuse ,Underage Drinking ,Pediatric ,Mental health ,Stroke ,Good Health and Well Being ,Adolescent ,Alcohol Drinking ,Humans ,Mass Screening ,Referral and Consultation ,Substance-Related Disorders ,Surveys and Questionnaires ,Alcohol ,Screening ,Medical and Health Sciences ,Psychology and Cognitive Sciences ,Substance Abuse - Abstract
BackgroundScreening, Brief Intervention, and Referral to Treatment (SBIRT) for substance use is increasingly used in clinical care. Despite its endorsement by several professional societies, the U.S. Preventive Services Task Force has found the evidence base for adolescent SBIRT to be insufficient. A measure of substance use that is brief enough to embed in the electronic medical record could be used in pragmatic trials that enroll large numbers of primary care patients, facilitating research in this area.MethodsParticipants aged 14-18 years (N = 492) completed an electronic survey that included a 90-day Timeline Follow Back (TLFB) Calendar, considered the criterion standard, along with three survey questions about the frequency of their alcohol use: days of use in the past three months, average days of use per week in the past three months, and average days of use per month in the past year. We calculated the correlation between the number of days reported on each of the three questions and the total number of days of use reported on the TLFB.ResultsThe question on number of days of use in the past three months was highly correlated with alcohol consumption frequency on the 90-day TLFB assessment (rho = 0.903). Other items displayed lower but satisfactory correlation with the TLFB (rho = 0.719-0.830).ConclusionsA single question about past 3-month frequency of alcohol use was highly correlated with alcohol use frequency on the criterion standard TLFB among adolescents presenting for routine primary care.
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- 2021
24. The intention-to-treat effect of changes in planned participation on injury risk in adolescent ice hockey players: A target trial emulation
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Wang, Chinchin, Eliason, Paul, Galarneau, Jean-Michel, Emery, Carolyn A., Yusuf, Sabrina, Steele, Russell J., Kaufman, Jay S., and Shrier, Ian
- Published
- 2024
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25. Prospective 2-Year Course and Predictors of Outcome in Avoidant/Restrictive Food Intake Disorder
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Kambanis, P. Evelyna, Tabri, Nassim, McPherson, Iman, Gydus, Julia E., Kuhnle, Megan, Stern, Casey M., Asanza, Elisa, Becker, Kendra R., Breithaupt, Lauren, Freizinger, Melissa, Shrier, Lydia A., Bern, Elana M., Eddy, Kamryn T., Misra, Madhusmita, Micali, Nadia, Lawson, Elizabeth A., and Thomas, Jennifer J.
- Published
- 2024
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26. This Is Not a Drill
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Shrier, Abigail
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Transgender people ,Gays ,Ethnic, cultural, racial issues/studies ,Literature/writing ,Philosophy and religion - Abstract
ACCORDING TO a popular meme, 'Queers for Palestine' is like 'Chickens for KFC': To sign on to that slogan, you'd have to be suicidal or an idiot. That, at any [...]
- Published
- 2023
27. Investigating the Effect of Return-to-Play Timing After Injury on Performance: Does the Analysis Answer the Research Objective?
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Shrier, Ian, Stokes, Tyrel, Wang, Chinchin, Trejovargas, Jorge, Impellizzeri, Franco M., and Steele, Russell J.
- Published
- 2023
- Full Text
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28. Effects of orally administered crofelemer on the incidence and severity of neratinib-induced diarrhea in female dogs.
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Michael Guy, Andre Teixeira, Allison Shrier, Carol Meschter, James Bolognese, and Pravin Chaturvedi
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Medicine ,Science - Abstract
Targeted therapies have increased cancer therapy-related diarrhea (CTD) burden, with high incidence and/or severity of diarrhea for some agents that inhibit epidermal growth factor receptor and receptor tyrosine kinases. Neratinib is a pan-HER tyrosine kinase inhibitor approved for breast cancer treatment and causes severe diarrhea in >95% of patients. Crofelemer, a novel intestinal chloride ion channel modulator, is an approved antidiarrheal drug for symptomatic relief of noninfectious diarrhea in patients with HIV/AIDS receiving antiretroviral therapy. The objective of this study was to evaluate the effectiveness of crofelemer prophylaxis in reducing the incidence /severity of neratinib-induced diarrhea without concomitant administration of loperamide in female beagle dogs. A pilot study using 3 dogs determined a maximum daily tolerated dose of neratinib was between 40 and 80 mg; this dose would induce a consistent incidence/severity of diarrhea without risking severe dehydration. In the definitive study, 24 female beagle dogs (8/group) received neratinib once daily and placebo capsules (CTR) four times/day, or neratinib once daily and crofelemer 125 mg delayed-release tablets given two times (BID), or neratinib once daily and crofelemer 125 mg delayed-release tablets given four times per day (QID). Fecal scores were collected twice daily using an established canine stool scoring scale called the Purina Fecal Scoring (PFS) System. After 28 days, using analysis of covariance (ANCOVA), dogs in the CTR group had a significantly higher average number of weekly loose/watery stools (PFS of 6 or 7) when compared to either crofelemer BID (8.71±2.2 vs. 5.96±2.2, p = 0.028) or crofelemer QID (8.70±2.2 vs. 5.74±2.2, p = 0.022) treatment groups. The average number of weekly loose/watery stools were not different between the crofelemer BID and QID treatment groups (p = 0.84). This study showed that crofelemer prophylaxis reduced the incidence/severity of neratinib-associated diarrhea in female beagle dogs without the need for any loperamide administration.
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- 2024
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29. Injury risk increases minimally over a large range of changes in activity level in children
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Wang, Chinchin, Stokes, Tyrel, Vargas, jorge Trejo, Steele, Russell, Wedderkopp, Niels, and Shrier, Ian
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Quantitative Biology - Quantitative Methods - Abstract
Background: Limited research exists on the association between changes in physical activity levels and injury in children. Objective: To assess how well different variations of the acute:chronic workload ratio (ACWR), a measure of change in activity, predict injury in children. Methods: We conducted a prospective cohort study using data from 1670 Danish schoolchildren measured over 5.5 years (2008 to 2014). Coupled 4-week, uncoupled 4-week, and uncoupled 5-week ACWRs were calculated using activity frequency in the past week as the acute load (numerator), and average weekly activity frequency in the past 4 or 5 weeks as the chronic load (denominator). We modelled the relationship between different ACWR variations and injury using generalized linear and generalized additive models, with and without accounting for repeated measures. Results: The prognostic relationship between the ACWR and injury risk was best represented using a generalized additive mixed model for the uncoupled 5-week ACWR. It predicted an injury risk of ~3% for ACWRs between 0.8 (activity level decreased by 20%) and 1.5 (activity level increased by 50%). When activity decreased by more than 20% (ACWR< 0.8), injury risk was lower (minimum of 1.5% at ACWR=0). When activity increased by more than 50% (ACWR > 1.5), injury risk was higher (maximum of 6% at ACWR = 5). Girls were at significantly higher risk of injury than boys. Conclusion: Increases in physical activity in children are associated with much lower injury risks compared to previous results in adults.
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- 2020
30. Implementing multiple imputation for missing data in longitudinal studies when models are not feasible: A tutorial on the random hot deck approach
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Wang, Chinchin, Stokes, Tyrel, Steele, Russell, Wedderkopp, Niels, and Shrier, Ian
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Statistics - Methodology - Abstract
Objective: Researchers often use model-based multiple imputation to handle missing at random data to minimize bias while making the best use of all available data. However, there are sometimes constraints within the data that make model-based imputation difficult and may result in implausible values. In these contexts, we describe how to use random hot deck imputation to allow for plausible multiple imputation in longitudinal studies. Study Design and Setting: We illustrate random hot deck multiple imputation using The Childhood Health, Activity, and Motor Performance School Study Denmark (CHAMPS-DK), a prospective cohort study that measured weekly sports participation for 1700 Danish schoolchildren. We matched records with missing data to several observed records, generated probabilities for matched records using observed data, and sampled from these records based on the probability of each occurring. Because imputed values are generated randomly, multiple complete datasets can be created and analyzed similar to model-based multiple imputation. Conclusion: Multiple imputation using random hot deck imputation is an alternative method when model-based approaches are infeasible, specifically where there are constraints within and between covariates.
- Published
- 2020
31. Causal Simulation Experiments: Lessons from Bias Amplification
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Stokes, Tyrel, Steele, Russell, and Shrier, Ian
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Statistics - Methodology ,Economics - Econometrics ,Mathematics - Statistics Theory ,Statistics - Applications - Abstract
Recent theoretical work in causal inference has explored an important class of variables which, when conditioned on, may further amplify existing unmeasured confounding bias (bias amplification). Despite this theoretical work, existing simulations of bias amplification in clinical settings have suggested bias amplification may not be as important in many practical cases as suggested in the theoretical literature.We resolve this tension by using tools from the semi-parametric regression literature leading to a general characterization in terms of the geometry of OLS estimators which allows us to extend current results to a larger class of DAGs, functional forms, and distributional assumptions. We further use these results to understand the limitations of current simulation approaches and to propose a new framework for performing causal simulation experiments to compare estimators. We then evaluate the challenges and benefits of extending this simulation approach to the context of a real clinical data set with a binary treatment, laying the groundwork for a principled approach to sensitivity analysis for bias amplification in the presence of unmeasured confounding.
- Published
- 2020
32. The primary importance of the research question: Implications for understanding natural versus controlled direct effects and the 'cross-world independence assumption'
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Shrier, Ian and Suzuki, Etsuji
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Statistics - Methodology - Abstract
When developing new interventions to minimize the harmful effects of an exposure, investigators usually target the mechanisms that mediate the causal effect of the exposure on the outcome. Predicting the causal effect of these new interventions is generally done through identifying either (1) the controlled direct effect, or (2) the pure (natural) direct effect. In this opinion piece, we use the interventionist approach to discuss how these two approaches answer different questions, and the additional underlying assumptions of each compared to the other. We use a specific example for the development of a new intervention that might reduce the harmful effects of smoking on chronic obstructive pulmonary disease by removing the inhalation of harmful chemicals., Comment: 13 pages (includes supplementary material), 1 figure, no tables
- Published
- 2020
33. Compounds that correct F508del-CFTR trafficking can also correct other protein trafficking diseases: an in vitro study using cell lines
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Sampson Heidi M, Lam Hung, Chen Pei-Chun, Zhang Donglei, Mottillo Cristina, Mirza Myriam, Qasim Karim, Shrier Alvin, Shyng Show-Ling, Hanrahan John W, and Thomas David Y
- Subjects
Protein trafficking ,Corrector ,Proteostasis ,CFTR ,hERG ,KCNH2 ,AVPR2 ,V2R ,ABCC8 ,SUR1 ,Medicine - Abstract
Abstract Background Many genetic diseases are due to defects in protein trafficking where the mutant protein is recognized by the quality control systems, retained in the endoplasmic reticulum (ER), and degraded by the proteasome. In many cases, the mutant protein retains function if it can be trafficked to its proper cellular location. We have identified structurally diverse correctors that restore the trafficking and function of the most common mutation causing cystic fibrosis, F508del-CFTR. Most of these correctors do not act directly as ligands of CFTR, but indirectly on other pathways to promote folding and correction. We hypothesize that these proteostasis regulators may also correct other protein trafficking diseases. Methods To test our hypothesis, we used stable cell lines or transient transfection to express 2 well-studied trafficking disease mutations in each of 3 different proteins: the arginine-vasopressin receptor 2 (AVPR2, also known as V2R), the human ether-a-go-go-related gene (KCNH2, also known as hERG), and finally the sulfonylurea receptor 1 (ABCC8, also known as SUR1). We treated cells expressing these mutant proteins with 9 structurally diverse F508del-CFTR correctors that function through different cellular mechanisms and assessed whether correction occurred via immunoblotting and functional assays. Results were deemed significantly different from controls by a one-way ANOVA (p Results Here we show that F508del-CFTR correctors RDR1, KM60 and KM57 also correct some mutant alleles of other protein trafficking diseases. We also show that one corrector, the cardiac glycoside ouabain, was found to alter the glycosylation of all mutant alleles tested. Conclusions Correctors of F508del-CFTR trafficking might have broader applications to other protein trafficking diseases.
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- 2013
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34. The effectiveness of mobile-based ecological momentary motivational enhancement therapy in reducing craving and severity of cannabis use disorder: Study protocol for a randomized controlled trial
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Mohammad Darharaj, Mohsen Roshanpajouh, Mahdi Amini, Lydia A. Shrier, and Mojtaba Habibi Asgarabad
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Ecological momentary intervention ,Motivational enhancement therapy ,Craving ,Cannabis use disorder ,Information technology ,T58.5-58.64 ,Psychology ,BF1-990 - Abstract
Objective: This study aims to investigate the effectiveness of Ecological Momentary Motivational Enhancement Therapy (EM-MET) in reducing craving and severity of Cannabis Use Disorder (CUD) among young adults. Methods: This multicenter, single-blinded randomized controlled trial (RCT) will be conducted over a period of 11 weeks. Eighty patients with CUD will be randomly assigned to two equal-sized parallel groups, either the Motivational Enhancement Therapy (MET) group or the EM-MET group. All participants will receive four individual face-to-face sessions of MET (twice a week). The MET group will not receive any other treatments after these sessions; however, in the EM-MET group, the top triggers of patients will be assessed using mobile-based Ecological Momentary Assessment (EMA) five times a day within three weeks (after face-to-face sessions) and they will receive a call from the therapist who provides them with EM-MET (in the form of an emergency telephone helpline) as soon as they report experiencing triggers of cannabis use that are assessed using EMA in their everyday lives. Primary outcomes including CUD severity and the severity of craving will be evaluated using the Leeds Dependence Questionnaire and the Self-efficacy and Temptation Scale, respectively. These assessments will be conducted at pre-treatment, post-treatment, and a six-week follow-up. Discussion: If proven feasible and effective, the results of this study will offer clinicians an evidence-based treatment approach to address craving and dependency in patients with CUD. Moreover, these patients will receive effective treatment in real time and in real life, when and where it is most needed. However, it is important to consider the limitations of this study, such as the specific population studied in Tehran, Iran, which may affect the generalizability of the results. Nevertheless, the implementation of Ecological Momentary Interventions (EMIs) in real-life settings holds promise for timely and effective treatment.Trial registration: This trial was registered in the Iranian Registry of Clinical Trials on 21 February 2023. Registry No. IRCT20221224056908N1.
- Published
- 2023
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35. The effectiveness of mobile-based ecological momentary motivational enhancement therapy in reducing craving and severity of cannabis use disorder: Study protocol for a randomized controlled trial
- Author
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Darharaj, Mohammad, Roshanpajouh, Mohsen, Amini, Mahdi, Shrier, Lydia A., and Habibi Asgarabad, Mojtaba
- Published
- 2023
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36. Contexts of Marijuana Use and Cessation among Frequently-Using Youth in Primary Care
- Author
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Mehta, Clare M., Burke, Pamela E., and Shrier, Lydia A.
- Abstract
Although increasing numbers of youth are seeking help to reduce or abstain from marijuana use, little research has investigated the contextual facilitators and barriers to doing so among urban youth utilizing primary care. We qualitatively investigated contextual facilitators and barriers to marijuana reduction/abstinence in an ethnically diverse primary care sample of youth who frequently use marijuana. We interviewed thirteen (Black/African American (69%), Hispanic (8%), White (8%) unknown (15%)) youth (eight females) aged 15-23 years (mean = 19.46). Data were analyzed using Interpretative Phenomenological Analysis. Participants' motivations for marijuana reduction/abstinence included physical health, cognitive functioning, future goals, and money. Barriers to reduction/abstinence were psychological (e.g. stress and boredom), and sociocontextual (e.g. family, friends, and the neighborhood). Our findings suggest using a two-pronged approach to support marijuana reduction/abstinence in youth: individual-level interventions to address psychological factors that impede behavior change, and broader community-based interventions to address sociocontextual factors.
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- 2022
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37. Guest Editorial
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Shrier, Ian, Steele, Russell, Schuster, Tibor, and Schnitzer, Mireille
- Published
- 2022
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38. The acute:chronic workload ratio: challenges and prospects for improvement
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Wang, Chinchin, Vargas, Jorge Trejo, Stokes, Tyrel, Steele, Russell, and Shrier, Ian
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Statistics - Applications - Abstract
Injuries occur when an athlete performs a greater amount of activity (workload) than what their body can absorb. To maximize the positive effects of training while avoiding injuries, athletes and coaches need to determine safe workload levels. The International Olympic Committee has recommended using the acute:chronic workload ratio (ACRatio) to monitor injury risk, and has provided thresholds to minimize risk. However, there are several limitations to the ACRatio which may impact the validity of current recommendations. In this review, we discuss previously published and novel challenges with the ACRatio, and possible strategies to address them. These challenges include 1) formulating the ACRatio as a proportion rather than a measure of change, 2) its use of unweighted averages to measure activity loads, 3) inapplicability of the ACRatio to sports where athletes taper their activity, 4) discretization of the ACRatio prior to model selection, 5) the establishment of the model using sparse data, 6) potential bias in the ACRatio of injured athletes, 7) unmeasured confounding, and 8) application of the ACRatio to subsequent injuries.
- Published
- 2019
39. Prevention versus risk reduction or mitigation: Why create unnecessary battles?
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Shrier, Ian, Impellizzeri, Franco M., and Stovitz, Steven D.
- Published
- 2023
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40. Associations of Momentary Mindfulness With Affect and Cannabis Desire in a Trial of Cannabis Use Interventions With and Without Momentary Assessment
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Shrier, Lydia A. and Harris, Sion Kim
- Published
- 2023
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41. No associations between C-reactive protein and spinal pain trajectories in children and adolescents (CHAMPS study-DK)
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Amber M. Beynon, Niels Wedderkopp, Bruce F. Walker, Charlotte Leboeuf-Yde, Jan Hartvigsen, Bobby Jones, Ian Shrier, Chinchin Wang, and Jeffrey J. Hébert
- Subjects
Medicine ,Science - Abstract
Abstract Preliminary evidence points to a link between C-reactive protein (CRP) and spinal pain in adults. However, there is a paucity of research in younger populations. Therefore, we aimed to determine associations between CRP and spinal pain in childhood and adolescence. We identified trajectories of spinal pain from childhood to adolescence and investigated the associations between CRP and trajectory subgroups. Six- to 11-year-old children from 13 primary schools, were followed from October 2008 and until 2014. High-sensitivity CRP collected at baseline (2008) was measured using serum samples. The outcome was the number of weeks with non-traumatic spinal pain between November 2008 and June 2014. We constructed a trajectory model to identify different spinal pain trajectory subgroups. The associations between CRP and spinal pain trajectory subgroups were modelled using mixed-effects multinominal logistic regression. Data from 1556 participants (52% female), with a mean age of 8.4 years at baseline, identified five spinal pain trajectory subgroups: “no pain” (55.3%), “rare” (23.7%), “rare, increasing” (13.6%), “moderate, increasing” (6.1%), and “early onset, decreasing” (1.3%). There were no differences in baseline high-sensitivity CRP levels between spinal pain trajectory subgroups. Thus, the heterogeneous courses of spinal pain experienced were not defined by differences in CRP at baseline.
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- 2022
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42. Implementing Multiple Imputation for Missing Data in Longitudinal Studies When Models are Not Feasible: An Example Using the Random Hot Deck Approach
- Author
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Wang C, Stokes T, Steele RJ, Wedderkopp N, and Shrier I
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multiple imputation ,missing data ,missing at random ,hot deck imputation ,random hot deck imputation ,longitudinal studies ,Infectious and parasitic diseases ,RC109-216 - Abstract
Chinchin Wang,1,2 Tyrel Stokes,3 Russell J Steele,3 Niels Wedderkopp,4 Ian Shrier1 1Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, McGill University, Montreal, Quebec, H3T 1E2, Canada; 2Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Quebec, H3A 1A2, Canada; 3Department of Mathematics and Statistics, McGill University, Montreal, Quebec, H3A 0B9, Canada; 4Orthopedic Department University Hospital of South West Denmark, Department of Regional Health Research, University of Southern Denmark, Odense, DenmarkCorrespondence: Ian Shrier, Centre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, McGill University, 3755 Côte Ste-Catherine Road, Montreal, Quebec, H3T 1E2, Canada, Tel +1-514-229-0114, Email ian.shrier@mcgill.caPurpose: Researchers often use model-based multiple imputation to handle missing at random data to minimize bias. However, constraints within the data may sometimes result in implausible values, making model-based imputation infeasible. In these contexts, we illustrate how random hot deck imputation can allow for plausible multiple imputation in longitudinal studies.Patients and Methods: Our motivating example is the Childhood Health, Activity, and Motor Performance School Study Denmark (CHAMPS-DK), a prospective cohort study that measured weekly sports participation for 1700 Danish schoolchildren. Using observed data on 4 variables (pain, activity frequency, sport, sport counts), we created a gold-standard data set without missing data. We then created a synthetic data set by setting some variable values to missing based on a prediction model that mimicked real-data missingness patterns. To create 5 imputed data sets, we matched each record with missing data to several fully observed records, generated probabilities from matched records, and sampled from these records based on the probability of each occurring. We assessed variability and agreement (kappa) between the imputed data sets and the gold-standard data set. We compare results to common model-based imputation methods.Results: Variability across data sets appeared reasonable. The range of kappa for the random hot deck approach was moderate for activity frequency (0.65 to 0.71) and sport (0.59 to 0.85), and poor for common model-based approaches (range 0.00 to 0.11). The range of kappas for sport count was strong (0.87 to 0.97) for random hot deck imputation and weak to moderate (0.55 to 0.71) for common model-based imputation. Agreement was higher when more information was present, and when prevalence was higher for our binary variable sport.Conclusion: Random hot deck imputation should be considered as an alternative method when model-based approaches are infeasible, specifically where there are constraints within and between covariates.Keywords: multiple imputation, missing data, missing at random, hot deck imputation, random hot deck imputation, longitudinal studies
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- 2022
43. Dependence of premature ventricular complexes on heart rate ---it's not that simple
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Osakwe, Adrien, primary, Wightman, Noah, additional, Deyell, Marc, additional, Laksman, Zachary, additional, Shrier, Alvin, additional, Bub, Gil, additional, Glass, Leon, additional, and Bury, Thomas M., additional
- Published
- 2024
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44. Early-stage COVID-19 pandemic observations on pulmonary embolism using nationwide multi-institutional data harvesting
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Axel Wismüller, Adora M. DSouza, Anas Z. Abidin, M. Ali Vosoughi, Christopher Gange, Isabel O. Cortopassi, Gracijela Bozovic, Alexander A. Bankier, Kiran Batra, Yosef Chodakiewitz, Yin Xi, Christopher T. Whitlow, Janardhana Ponnatapura, Gary J. Wendt, Eric P. Weinberg, Larry Stockmaster, David A. Shrier, Min Chul Shin, Roshan Modi, Hao Steven Lo, Seth Kligerman, Aws Hamid, Lewis D. Hahn, Glenn M. Garcia, Jonathan H. Chung, Talissa Altes, Suhny Abbara, and Anna S. Bader
- Subjects
Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
Abstract We introduce a multi-institutional data harvesting (MIDH) method for longitudinal observation of medical imaging utilization and reporting. By tracking both large-scale utilization and clinical imaging results data, the MIDH approach is targeted at measuring surrogates for important disease-related observational quantities over time. To quantitatively investigate its clinical applicability, we performed a retrospective multi-institutional study encompassing 13 healthcare systems throughout the United States before and after the 2020 COVID-19 pandemic. Using repurposed software infrastructure of a commercial AI-based image analysis service, we harvested data on medical imaging service requests and radiology reports for 40,037 computed tomography pulmonary angiograms (CTPA) to evaluate for pulmonary embolism (PE). Specifically, we compared two 70-day observational periods, namely (i) a pre-pandemic control period from 11/25/2019 through 2/2/2020, and (ii) a period during the early COVID-19 pandemic from 3/8/2020 through 5/16/2020. Natural language processing (NLP) on final radiology reports served as the ground truth for identifying positive PE cases, where we found an NLP accuracy of 98% for classifying radiology reports as positive or negative for PE based on a manual review of 2,400 radiology reports. Fewer CTPA exams were performed during the early COVID-19 pandemic than during the pre-pandemic period (9806 vs. 12,106). However, the PE positivity rate was significantly higher (11.6 vs. 9.9%, p
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- 2022
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45. Binge-eating behaviors in adolescents and young adults during the COVID-19 pandemic
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Melissa Freizinger, Grace B. Jhe, Suzanne E. Dahlberg, Emily Pluhar, Amanda Raffoul, Wallis Slater, and Lydia A. Shrier
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Adolescents ,Binge eating disorder ,Bingeing behaviors ,COVID-19 pandemic ,Eating disorders ,Food availability ,Psychiatry ,RC435-571 - Abstract
Plain English summary Research shows that the COVID-19 pandemic continues to have far-reaching adverse effects on mental health. For adolescents and young adults, the COVID-19 pandemic has altered critical aspects of their daily lives. The objective of this study is to investigate binge-eating behaviors in adolescents and young adults during the COVID-19 pandemic and to examine if individuals in households that experienced pandemic-related challenges such as food availability and food affordability had greater increases in bingeing behaviors and negative emotions such as feelings of anxiety, worry, mood, and loneliness. Thirty-nine adolescents and young adults previously assessed in an outpatient weight and lifestyle management program at an urban pediatric hospital were surveyed between November 2020 and January 2021. Almost half (48.7%) of these participants reported moderate to severe bingeing behaviors during the pandemic. Participants who reported higher impact of COVID-related stress on the CEFIS-AYA scale reported the highest level of binge-eating behaviors. There were no associations between food availability and affordability and binge eating or between food availability and affordability and negative feelings. This study highlights the importance of assessing patients’ perception of how they experience the myriad impacts of COVID-19 on their daily lives, and the critical need for increases in accessible mental health services and continued support during the on-going pandemic.
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- 2022
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46. From Shock to Awe : How the Pandemic Crisis has Opened Up the Dialogue for A True Reinvention of Education
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Shrier, David L.
- Published
- 2021
47. Depressive symptom screening and endorsement of psychosis risk-related experiences in a diverse adolescent and young adult outpatient clinic in the US
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Johnson, Kelsey A., Shrier, Lydia A., Eiduson, Rosie, Parsa, Neeki, Lilly, Megan, D'Angelo, Eugene, Straus, John H., and Woodberry, Kristen A.
- Published
- 2022
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48. Causal effects, workload and injury risk: The importance of specifying the research question
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Shrier, Ian, Wang, Chinchin, Stokes, Tyrel, Trejovargas, Jorge, Stovitz, Steven D., and Steele, Russell J.
- Published
- 2022
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49. Spinal pain in childhood: prevalence, trajectories, and diagnoses in children 6 to 17 years of age
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Hébert, Jeffrey J., Beynon, Amber M., Jones, Bobby L., Wang, Chinchin, Shrier, Ian, Hartvigsen, Jan, Leboeuf-Yde, Charlotte, Hestbæk, Lise, Swain, Michael S., Junge, Tina, Franz, Claudia, and Wedderkopp, Niels
- Published
- 2022
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50. Early-stage COVID-19 pandemic observations on pulmonary embolism using nationwide multi-institutional data harvesting
- Author
-
Wismüller, Axel, DSouza, Adora M., Abidin, Anas Z., Ali Vosoughi, M., Gange, Christopher, Cortopassi, Isabel O., Bozovic, Gracijela, Bankier, Alexander A., Batra, Kiran, Chodakiewitz, Yosef, Xi, Yin, Whitlow, Christopher T., Ponnatapura, Janardhana, Wendt, Gary J., Weinberg, Eric P., Stockmaster, Larry, Shrier, David A., Shin, Min Chul, Modi, Roshan, Lo, Hao Steven, Kligerman, Seth, Hamid, Aws, Hahn, Lewis D., Garcia, Glenn M., Chung, Jonathan H., Altes, Talissa, Abbara, Suhny, and Bader, Anna S.
- Published
- 2022
- Full Text
- View/download PDF
Catalog
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