1
|
Parsons AS, Wijesekera TP, Olson APJ, Torre D, Durning SJ, Daniel M. Beyond thinking fast and slow: Implications of a transtheoretical model of clinical reasoning and error on teaching, assessment, and research. MEDICAL TEACHER 2025; 47:665-676. [PMID: 38835283 DOI: 10.1080/0142159x.2024.2359963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2023] [Accepted: 05/22/2024] [Indexed: 06/06/2024]
Abstract
From dual process to a family of theories known collectively as situativity, both micro and macro theories of cognition inform our current understanding of clinical reasoning (CR) and error. CR is a complex process that occurs in a complex environment, and a nuanced, expansive, integrated model of these theories is necessary to fully understand how CR is performed in the present day and in the future. In this perspective, we present these individual theories along with figures and descriptive cases for purposes of comparison before exploring the implications of a transtheoretical model of these theories for teaching, assessment, and research in CR and error.
Collapse
Affiliation(s)
- Andrew S Parsons
- Medicine and Public Health, University of Virginia School of Medicine, Charlottesville, VA, USA
| | | | - Andrew P J Olson
- Medicine and Pediatrics, Medical Education Outcomes Center, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Dario Torre
- Medicine, University of Central Florida College of Medicine, Orlando, FL, USA
| | - Steven J Durning
- Medicine and Pathology, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Michelle Daniel
- Emergency Medicine, University of California San Diego School of Medicine San Diego, CA, USA
| |
Collapse
|
2
|
Binda DD, Kraus A, Gariépy-Assal L, Tang B, Wade CG, Olveczky DD, Molina RL. Anti-racism curricula in undergraduate medical education: A scoping review. MEDICAL TEACHER 2025; 47:99-109. [PMID: 38431914 DOI: 10.1080/0142159x.2024.2322136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 02/19/2024] [Indexed: 03/05/2024]
Abstract
PURPOSE Medical educators have increasingly focused on the systemic effects of racism on health inequities in the United States (U.S.) and globally. There is a call for educators to teach students how to actively promote an anti-racist culture in healthcare. This scoping review assesses the existing undergraduate medical education (UME) literature of anti-racism curricula, implementation, and assessment. METHODS The Ovid, Embase, ERIC, Web of Science, and MedEdPORTAL databases were queried on 7 April 2023. Keywords included anti-racism, medical education, and assessment. Inclusion criteria consisted of any UME anti-racism publication. Non-English articles with no UME anti-racism curriculum were excluded. Two independent reviewers screened the abstracts, followed by full-text appraisal. Data was extracted using a predetermined framework based on Kirkpatrick's educational outcomes model, Miller's pyramid for assessing clinical competence, and Sotto-Santiago's theoretical framework for anti-racism curricula. Study characteristics and anti-racism curriculum components (instructional design, assessment, outcomes) were collected and synthesized. RESULTS In total, 1064 articles were screened. Of these, 20 met the inclusion criteria, with 90% (n = 18) published in the past five years. Learners ranged from first-year to fourth-year medical students. Study designs included pre- and post-test evaluations (n = 10; 50%), post-test evaluations only (n = 7; 35%), and qualitative assessments (n = 3; 15%). Educational interventions included lectures (n = 10, 50%), multimedia (n = 6, 30%), small-group case discussions (n = 15, 75%), large-group discussions (n = 5, 25%), and reflections (n = 5, 25%). Evaluation tools for these curricula included surveys (n = 18; 90%), focus groups (n = 4; 20%), and direct observations (n = 1; 5%). CONCLUSIONS Our scoping review highlights the growing attention to anti-racism in UME curricula. We identified a gap in published assessments of behavior change in applying knowledge and skills to anti-racist action in UME training. We also provide considerations for developing UME anti-racism curricula. These include explicitly naming and defining anti-racism as well as incorporating longitudinal learning opportunities and assessments.
Collapse
Affiliation(s)
- Dhanesh D Binda
- Master of Medical Sciences in Medical Education Program, Harvard Medical School, Boston, MA, USA
- Department of Anesthesiology, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Alexandria Kraus
- Master of Medical Sciences in Medical Education Program, Harvard Medical School, Boston, MA, USA
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Laurence Gariépy-Assal
- Master of Medical Sciences in Medical Education Program, Harvard Medical School, Boston, MA, USA
- Department of Pediatrics, Université de Montreal, Montréal, QC, Canada
| | - Brandon Tang
- Master of Medical Sciences in Medical Education Program, Harvard Medical School, Boston, MA, USA
- Division of General Internal Medicine, University of Toronto, Toronto, ON, Canada
| | - Carrie G Wade
- Countway Library of Medicine, Harvard Medical School, Boston, MA, USA
| | - Daniele D Olveczky
- Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Rose L Molina
- Department of Obstetrics and Gynecology, Division of Global and Community Health, Beth Israel Deaconess Medical Center, Boston, MA, USA
| |
Collapse
|
3
|
Penner JC, Alemán MJ, Anampa-Guzmán A, Berkowitz AL, Nematollahi S. "A safe, non-judgmental space where I can really challenge myself:" learner experiences in a virtual, case-based diagnostic reasoning conference for students. MEDICAL EDUCATION ONLINE 2024; 29:2414559. [PMID: 39402734 PMCID: PMC11486056 DOI: 10.1080/10872981.2024.2414559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Revised: 09/30/2024] [Accepted: 10/06/2024] [Indexed: 10/19/2024]
Abstract
Case-based diagnostic reasoning conferences, like morning reports, allow undergraduate medical trainees to practice diagnostic reasoning alongside senior clinicians. However, trainees have reported discomfort doing so. Peer-assisted learning offers an alternative approach. We describe the design, implementation, and evaluation of a virtual, student-only diagnostic reasoning conference that leverages peer-assisted learning. Student virtual morning report's (VMR) design was informed by social and cognitive congruence and experience-based learning. We evaluated participant experiences using a survey focused on participant perceptions of Student VMR's value, their methods for participation, and their preferences for Student VMR compared with VMR with more senior clinicians. 110 participants (28.9%) completed the survey. 90 participants (81.2%) reported that Student VMR was educational. Compared to VMR, participants reported being more likely to participate in Student VMR by turning on their video (50.0%), presenting a case (43.6%), verbally participating (44.5%), or participating in the chat (70.0%). Strengths included a safe learning environment to practice DR and the opportunity to engage with an international learning community. When asked whether they preferred Student VMR or non-Student VMR, most respondents (64.5%, 71/110) identified that they did not have a preference between the two. A student-focused DR conference may offer a valuable complement to, but not a replacement of, apprenticeship-based DR case conferences.
Collapse
Affiliation(s)
- John C. Penner
- Department of Medicine, University of California San Francisco, San Francisco, CA, USA
- Medical Service, San Francisco VA Medical Center, San Francisco, CA, USA
| | - María J. Alemán
- School of Medicine, Universidad Francisco Marroquin, Guatemala City, Guatemala
| | - Andrea Anampa-Guzmán
- San Fernando Medical School Faculty of Medicine, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - Aaron L. Berkowitz
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Saman Nematollahi
- Division of Infectious Disease, College of Medicine, University of Arizona, Tucson, AZ, USA
| |
Collapse
|
4
|
Ng IKS, Goh WGW, Teo DB, Chong KM, Tan LF, Teoh CM. Clinical reasoning in real-world practice: a primer for medical trainees and practitioners. Postgrad Med J 2024; 101:68-75. [PMID: 39005056 DOI: 10.1093/postmj/qgae079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 06/03/2024] [Accepted: 06/18/2024] [Indexed: 07/16/2024]
Abstract
Clinical reasoning is a crucial skill and defining characteristic of the medical profession, which relates to intricate cognitive and decision-making processes that are needed to solve real-world clinical problems. However, much of our current competency-based medical education systems have focused on imparting swathes of content knowledge and skills to our medical trainees, without an adequate emphasis on strengthening the cognitive schema and psychological processes that govern actual decision-making in clinical environments. Nonetheless, flawed clinical reasoning has serious repercussions on patient care, as it is associated with diagnostic errors, inappropriate investigations, and incongruent or suboptimal management plans that can result in significant morbidity and even mortality. In this article, we discuss the psychological constructs of clinical reasoning in the form of cognitive 'thought processing' models and real-world contextual or emotional influences on clinical decision-making. In addition, we propose practical strategies, including pedagogical development of a personal cognitive schema, mitigating strategies to combat cognitive bias and flawed reasoning, and emotional regulation and self-care techniques, which can be adopted in medical training to optimize physicians' clinical reasoning in real-world practice that effectively translates learnt knowledge and skill sets into good decisions and outcomes.
Collapse
Affiliation(s)
- Isaac K S Ng
- Department of Medicine, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore 117597, Singapore
| | - Wilson G W Goh
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore 117597, Singapore
- Division of Infectious Diseases, Department of Medicine, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Desmond B Teo
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore 117597, Singapore
- Fast and Chronic Programmes, Alexandra Hospital, 378 Alexandra Road, 159964, Singapore
- Division of Advanced Internal Medicine, Department of Medicine, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Kar Mun Chong
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore 117597, Singapore
- Division of Rheumatology, Department of Medicine, National University Hospital, 5 Lower Kent Ridge Road, Singapore 119074, Singapore
| | - Li Feng Tan
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore 117597, Singapore
- Healthy Ageing Programme, Alexandra Hospital, 378 Alexandra Road, 159964, Singapore
| | - Chia Meng Teoh
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore 117597, Singapore
- Division of Respiratory & Critical Care Medicine, Department of Medicine, National University Hospital, 1E Kent Ridge Road, NUHS Tower Block Level 10, 119074, Singapore
| |
Collapse
|
5
|
Si J. Using cognitive load theory to tailor clinical reasoning training for preclinical medical students. BMC MEDICAL EDUCATION 2024; 24:1185. [PMID: 39438960 PMCID: PMC11498955 DOI: 10.1186/s12909-024-06111-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2024] [Accepted: 09/30/2024] [Indexed: 10/25/2024]
Abstract
Cognitive load theory (CLT) provides strategies for tailoring clinical reasoning training for novice medical students. This commentary highlights the importance of adapting training to the level of preclinical medical students and explores these methods from a CLT perspective to help medical educators apply them effectively in classroom settings.
Collapse
Affiliation(s)
- Jihyun Si
- Department of Medical Education, Dong-A University College of Medicine, 32 Daesingongwon-ro, Seo-gu, Busan, 49201, Korea.
| |
Collapse
|
6
|
Loomis M, Quinones-Rodriguez JI, Wackerly R, Spears KB, Loomis T. Integrating Clinical Reasoning Into Medical Students' First Weeks of Education Improves Understanding of Cranial Nerve Anatomy. Cureus 2024; 16:e70889. [PMID: 39497875 PMCID: PMC11534083 DOI: 10.7759/cureus.70889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/05/2024] [Indexed: 11/07/2024] Open
Abstract
Clinical reasoning is essential to the practice of medicine. Such reasoning involves analytical (deductive) and non-analytical (recall) processes. Non-analytical reasoning is taught extensively in medical schools, and it dominates medical students' time as they review question banks and lecture notes, watch videos online, and memorize flashcards, algorithms, and illness scripts. However, few opportunities are provided in the curriculum to develop students' clinical reasoning skills, and when they are, the diverse levels of innate reasoning ability among students often lead to significant learning disparity. To address this deficiency, a pilot module on cranial nerve anatomy was developed to foster analytical clinical reasoning in an individualized manner. It was hypothesized that this module would not only introduce the foundations of an essential medical skill but also improve overall student understanding of the subject and reduce learning disparities among students. A comparative study was conducted using this module in one group and a didactic module in the other, employing pre- and post-testing measures. Results indicated a 26% improvement in average scores following the analytical module, whereas the control module showed no significant improvement. In addition, the disparity between students improving or not improving following the intervention was reduced, with 74% of students improving after the reasoning module and only 33% of students improving after the didactic module. A novel cranial nerve educational module introduced analytical reasoning in medical students' first few weeks of education, facilitating the learning of complex anatomy and reducing learning disparity between students.
Collapse
Affiliation(s)
- Mario Loomis
- Department of Clinical Anatomy, Sam Houston State University College of Osteopathic Medicine, Conroe, USA
| | | | - Rylie Wackerly
- Department of Clinical Anatomy, Sam Houston State University College of Osteopathic Medicine, Conroe, USA
| | - Kathryn B Spears
- Department of Clinical Anatomy, Sam Houston State University College of Osteopathic Medicine, Conroe, USA
| | - Teresa Loomis
- Department of Clinical Anatomy, Sam Houston State University College of Osteopathic Medicine, Conroe, USA
| |
Collapse
|
7
|
Mukhopadhyay D, Choudhari SG. Clinical Reasoning Skills Among Second-Phase Medical Students in West Bengal, India: An Exploratory Study. Cureus 2024; 16:e68839. [PMID: 39376810 PMCID: PMC11456746 DOI: 10.7759/cureus.68839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2024] [Accepted: 09/06/2024] [Indexed: 10/09/2024] Open
Abstract
Introduction Proper application of clinical reasoning skills is essential to reduce diagnostic and management errors. Explicit inclusion of training and assessment of clinical reasoning skills is the demand of time. The study intended to measure the clinical reasoning skills of second-phase undergraduate students in a medical college in West Bengal, India, and its distribution across several individual variables. Methods The clinical reasoning skills of 105 undergraduate medical students were assessed in a cross-sectional exploratory study using key feature questions (KFQs) with the partial credit scoring system. Six case vignettes aligned to the core competencies in the subject of pharmacology, pathology, and microbiology were designed and validated by the subject material experts for this purpose. The responses of the participants were collected through Google Forms (Google, Mountain View, CA) after obtaining written informed consent. The scores obtained in all KFQs were added and expressed in percentage of the maximum attainable score. Results The mean (±SD) clinical reasoning score of the participants was 42.5 (±12.6). Only 29.6% of respondents scored ≥ 50. Students with higher subjective economic status (p-value = 0.01) and perceived autonomy (p-value < 0.001) were more likely to have higher clinical reasoning scores. The marks obtained in previous summative examinations were significantly correlated with clinical reasoning scores. Conclusion Average score < 50.0 and inability to score ≥ 50.0 by more than two-thirds of the participants reflected the deficit in the clinical reasoning skills of second-phase MBBS students. The association of clinical reasoning skills with economic status, autonomy, and previous academic performances needs further exploration.
Collapse
Affiliation(s)
| | - Sonali G Choudhari
- Community Medicine, School of Epidemiology and Public Health, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education & Research, Wardha, IND
| |
Collapse
|
8
|
Mallory R, Maciuba JM, Roy M, Durning SJ. Teaching Clinical Reasoning in the Preclinical Period. Mil Med 2024; 189:2177-2183. [PMID: 37738179 DOI: 10.1093/milmed/usad370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 08/31/2023] [Accepted: 09/07/2023] [Indexed: 09/24/2023] Open
Abstract
INTRODUCTION Developing the clinical reasoning skills necessary to becoming an astute diagnostician is essential for medical students. While some medical schools offer longitudinal opportunities for students to practice clinical reasoning during the preclinical curriculum, there remains a paucity of literature fully describing what that curriculum looks like. As a result, medical educators struggle to know what an effective clinical reasoning curriculum should look like, how it should be delivered, how it should be assessed, or what faculty development is necessary to be successful. We present our Introduction to Clinical Reasoning course that is offered throughout the preclinical curriculum of the Uniformed Services University of the Health Sciences. The course introduces clinical reasoning through interactive lectures and 28 case-based small group activities over 15 months.The curriculum is grounded in script theory with a focus on diagnostic reasoning. Specific emphasis is placed on building the student's semantic competence, constructing problem lists, comparing and contrasting similar diagnoses, constructing a summary statement, and formulating a prioritized differential diagnosis the student can defend. Several complementary methods of assessment are utilized across the curriculum. These include assessments of participation, knowledge, and application. The course leverages clinical faculty, graduate medical education trainees, and senior medical students as small group facilitators. Feedback from students and faculty consistently identifies the course as a highly effective and engaging way to teach clinical reasoning. CONCLUSION Our Introduction to Clinical Reasoning course offers students repeated exposure to well-selected cases to promote their development of clinical reasoning. The course is an example of how clinical reasoning can be taught across the preclinical curriculum without extensive faculty training in medical education or clinical reasoning theory. The course can be adapted into different instructional formats to cover a variety of topics to provide the early learner with sequential exposure and practice in diagnostic reasoning.
Collapse
Affiliation(s)
- Renee Mallory
- Department of Medicine, Uniformed Services University, Bethesda, MD 20889, USA
| | - Joseph M Maciuba
- Department of Medicine, Uniformed Services University, Bethesda, MD 20889, USA
| | - Michael Roy
- Department of Medicine, Uniformed Services University, Bethesda, MD 20889, USA
| | - Steven J Durning
- Department of Medicine, Uniformed Services University, Bethesda, MD 20889, USA
| |
Collapse
|
9
|
Shea GKH, Chan PC. Clinical Reasoning in Medical Education: A Primer for Medical Students. TEACHING AND LEARNING IN MEDICINE 2024; 36:547-555. [PMID: 37394948 DOI: 10.1080/10401334.2023.2230201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 05/09/2023] [Accepted: 06/09/2023] [Indexed: 07/04/2023]
Abstract
Issue: Proper application of clinical reasoning is a prerequisite toward safe practice. Formal instruction on clinical reasoning remains lacking in medical curricula, especially in preparation for the transition from pre-clinical to clinical years. Evidence: Although medical educators have published abundantly on clinical reasoning and acknowledge this to be an essential part of medical education, there remains a global curricular deficiency in developing this skillset. Here we introduce the reader to clinical reasoning frameworks with an emphasis upon practical application. Our focus is upon medical students transitioning from pre-clinical to clinical years of medical school who tend to be overwhelmed with facts but have limited sense of diagnostic approaches due to lack of instruction. Implications: In understanding systematic approaches to clinical reasoning of relevance to medical diagnosis, students will be able to process knowledge in a clinically relevant and discriminatory manner to facilitate problem solving. Upon internship and residency, they will be better prepared for self-learning and reflection as they understand how to hone their capability for diagnosis and management. Medical educators need to acknowledge that clinical reasoning is a practical academic discipline requiring greater curricular emphasis.
Collapse
Affiliation(s)
- Graham Ka-Hon Shea
- Department of Orthopaedics and Traumatology, The University of Hong Kong, Hong Kong
| | - Pun-Chuen Chan
- The Li Ka-Shing Faculty of Medicine, The University of Hong Kong, Hong Kong
| |
Collapse
|
10
|
Boyle SM, Martindale J, Parsons AS, Sozio SM, Hilburg R, Bahrainwala J, Chan L, Stern LD, Warburton KM. Development and Validation of a Formative Assessment Tool for Nephrology Fellows' Clinical Reasoning. Clin J Am Soc Nephrol 2024; 19:26-34. [PMID: 37851423 PMCID: PMC10843222 DOI: 10.2215/cjn.0000000000000315] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 10/02/2023] [Indexed: 10/19/2023]
Abstract
BACKGROUND Diagnostic errors are commonly driven by failures in clinical reasoning. Deficits in clinical reasoning are common among graduate medical learners, including nephrology fellows. We created and validated an instrument to assess clinical reasoning in a national cohort of nephrology fellows and established performance thresholds for remedial coaching. METHODS Experts in nephrology education and clinical reasoning remediation designed an instrument to measure clinical reasoning through a written patient encounter note from a web-based, simulated AKI consult. The instrument measured clinical reasoning in three domains: problem representation, differential diagnosis with justification, and diagnostic plan with justification. Inter-rater reliability was established in a pilot cohort ( n =7 raters) of first-year nephrology fellows using a two-way random effects agreement intraclass correlation coefficient model. The instrument was then administered to a larger cohort of first-year fellows to establish performance standards for coaching using the Hofstee method ( n =6 raters). RESULTS In the pilot cohort, there were 15 fellows from four training program, and in the study cohort, there were 61 fellows from 20 training programs. The intraclass correlation coefficients for problem representation, differential diagnosis, and diagnostic plan were 0.90, 0.70, and 0.50, respectively. Passing thresholds (% total points) in problem representation, differential diagnosis, and diagnostic plan were 59%, 57%, and 62%, respectively. Fifty-nine percent ( n =36) met the threshold for remedial coaching in at least one domain. CONCLUSIONS We provide validity evidence for a simulated AKI consult for formative assessment of clinical reasoning in nephrology fellows. Most fellows met criteria for coaching in at least one of three reasoning domains, demonstrating a need for learner assessment and instruction in clinical reasoning.
Collapse
Affiliation(s)
- Suzanne M. Boyle
- Section of Nephrology, Hypertension, and Kidney Transplantation, Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania
| | - James Martindale
- Office of Medical Education, University of Virginia School of Medicine, Charlottesville, Virginia
| | - Andrew S. Parsons
- Division of General, Geriatric, Palliative, and Hospital Medicine, University of Virginia School of Medicine, Charlottesville, Virginia
| | - Stephen M. Sozio
- Division of Nephrology, Department of Medicine, Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Rachel Hilburg
- Renal, Electrolyte, and Hypertension Division, Perelman School of Medicine, The University of Pennsylvania, Philadelphia, Pennsylvania
| | - Jehan Bahrainwala
- Division of Nephrology, Stanford University School of Medicine, Palo Alto, California
| | - Lili Chan
- Barbara T. Murphy Division of Nephrology, Mt. Sinai School of Medicine, New York, New York
| | - Lauren D. Stern
- Renal Section, Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts
| | - Karen M. Warburton
- Division of Nephrology, University of Virginia School of Medicine, Charlottsville, Virginia
| |
Collapse
|