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Wu Y, Wu M, Wang C, Lin J, Liu J, Liu S. Evaluating the Prevalence of Burnout Among Health Care Professionals Related to Electronic Health Record Use: Systematic Review and Meta-Analysis. JMIR Med Inform 2024; 12:e54811. [PMID: 38865188 DOI: 10.2196/54811] [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: 11/27/2023] [Revised: 02/23/2024] [Accepted: 04/17/2024] [Indexed: 06/13/2024] Open
Abstract
BACKGROUND Burnout among health care professionals is a significant concern, with detrimental effects on health care service quality and patient outcomes. The use of the electronic health record (EHR) system has been identified as a significant contributor to burnout among health care professionals. OBJECTIVE This systematic review and meta-analysis aims to assess the prevalence of burnout among health care professionals associated with the use of the EHR system, thereby providing evidence to improve health information systems and develop strategies to measure and mitigate burnout. METHODS We conducted a comprehensive search of the PubMed, Embase, and Web of Science databases for English-language peer-reviewed articles published between January 1, 2009, and December 31, 2022. Two independent reviewers applied inclusion and exclusion criteria, and study quality was assessed using the Joanna Briggs Institute checklist and the Newcastle-Ottawa Scale. Meta-analyses were performed using R (version 4.1.3; R Foundation for Statistical Computing), with EndNote X7 (Clarivate) for reference management. RESULTS The review included 32 cross-sectional studies and 5 case-control studies with a total of 66,556 participants, mainly physicians and registered nurses. The pooled prevalence of burnout among health care professionals in cross-sectional studies was 40.4% (95% CI 37.5%-43.2%). Case-control studies indicated a higher likelihood of burnout among health care professionals who spent more time on EHR-related tasks outside work (odds ratio 2.43, 95% CI 2.31-2.57). CONCLUSIONS The findings highlight the association between the increased use of the EHR system and burnout among health care professionals. Potential solutions include optimizing EHR systems, implementing automated dictation or note-taking, employing scribes to reduce documentation burden, and leveraging artificial intelligence to enhance EHR system efficiency and reduce the risk of burnout. TRIAL REGISTRATION PROSPERO International Prospective Register of Systematic Reviews CRD42021281173; https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42021281173.
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Affiliation(s)
- Yuxuan Wu
- Department of Medical Informatics, West China Hospital, Sichuan University, Chengdu, China
| | - Mingyue Wu
- Information Center, West China Hospital, Sichuan University, Chengdu, China
| | - Changyu Wang
- West China College of Stomatology, Sichuan University, Chengdu, China
| | - Jie Lin
- Department of Oral Implantology, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Jialin Liu
- Department of Medical Informatics, West China Hospital, Sichuan University, Chengdu, China
- Information Center, West China Hospital, Sichuan University, Chengdu, China
| | - Siru Liu
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States
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Averill SL, Woods RW, Desoky SM, Alexandre Frigini L, Chetlen AL, Oliveira AM, Desperito E, Belfi LM. NAM National Plan for Health Workforce Well-being: Applications for Radiology. Acad Radiol 2024; 31:2097-2108. [PMID: 38042622 DOI: 10.1016/j.acra.2023.10.022] [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: 08/09/2023] [Revised: 10/08/2023] [Accepted: 10/10/2023] [Indexed: 12/04/2023]
Abstract
The National Academy of Medicine Plan for Health Workforce Well-Being identifies seven priority areas, including creating positive work environments, addressing burnout and stress, promoting transparency and equity in compensation, providing education and training to promote resilience, enhancing community and social support systems, addressing the stigma associated with seeking help for mental health and substance use disorders and fostering leadership commitment and accountability for workforce well-being. This paper will explore the National Plan for Health Workforce Well-Being, providing an overview of the seven priority areas and offering strategies for implementation in radiology.
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Affiliation(s)
- Sarah L Averill
- Associate Professor of Oncology and Radiology, Roswell Park Comprehensive Cancer Center, 665 Elm St, Buffalo, New York, USA (S.L.A.).
| | - Ryan W Woods
- Associate Professor of Radiology, University of Wisconsin School of Medicine and Public Health, Wisconsin, USA (R.W.W.)
| | - Sarah M Desoky
- Associate Professor of Diagnostic Radiology, OHSU, Portland, Oregon, USA (S.M.D.)
| | - L Alexandre Frigini
- Professor of Radiology, Baylor College of Medicine, Houston, Texas, USA (L.A.F.)
| | - Alison L Chetlen
- Professor of Radiology, Penn State Hershey Medical Center, Pennsylvania, USA (A.L.C.)
| | - Amy M Oliveira
- Associate Professor of Radiology, UMass Chan Medical School-Baystate, Musculoskeletal Radiology Division, Baystate Health System, Worcester, Massachusetts, USA (A.M.O.)
| | - Elise Desperito
- Associate Professor of Radiology, Columbia University, New York, New York, USA (E.D.)
| | - Lily M Belfi
- Associate Professor of Clinical Radiology, Director of Medical Student Education, Division of Emergency/ Musculoskeletal Radiology, Weill Cornell Medicine, New York, New York, USA (L.M.B.)
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Hassankhani A, Amoukhteh M, Valizadeh P, Jannatdoust P, Ghadimi DJ, Sabeghi P, Gholamrezanezhad A. A Meta-analysis of Burnout in Radiology Trainees and Radiologists: Insights From the Maslach Burnout Inventory. Acad Radiol 2024; 31:1198-1216. [PMID: 37980223 DOI: 10.1016/j.acra.2023.10.046] [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: 09/29/2023] [Revised: 10/24/2023] [Accepted: 10/25/2023] [Indexed: 11/20/2023]
Abstract
RATIONALE AND OBJECTIVES Burnout, stemming from chronic work stress, is a significant issue in the medical field, especially among radiologists. It leads to compromised patient care and reduced job satisfaction. Addressing burnout in radiology is essential for the well-being of radiologists and, in turn, for improving patient care. This study aimed to assess the prevalence and dimensions of burnout among radiology trainees (RTs) and practicing radiologists (PRs). MATERIALS AND METHODS A systematic review and meta-analysis were conducted in accordance with established guidelines. The search encompassed PubMed, Scopus, Web of Science, and Embase databases up to June 20, 2023. Eligible studies that assessed the rate of burnout syndrome and/or its subscales, including depersonalization (DP), emotional exhaustion (EE), and personal accomplishment (PA), among RTs and/or PRs using the Maslach Burnout Inventory (MBI), were included. Relevant data were extracted and analyzed using R and STATA. RESULTS Among the 22 included studies, the pooled rates of positive MBI subscales for RTs and PRs were as follows: 54.7% (95% confidence interval [CI]: 43.8%-65.1%, I2 = 95.2%) for DP, 57.2% (95% CI: 48.7%-65.4%, I2 = 92.9%) for EE, and 38.6% (95% CI: 27%-51.7%, I2 = 95.5%) for low PA. The pooled rate indicating the presence of at least one positive MBI subscale was 82.9% (95% CI: 79.2%-86.1%, I2 = 57.4%). For two or more positive MBI subscales, the pooled rate was 55.5% (95% CI: 49.7%-61.3%, I2 = 60.2%), and for three positive MBI subscales, it was 16.7% (95% CI: 11.7%-23.3%, I2 = 82.7%). CONCLUSION This study emphasizes a notable prevalence of burnout in the radiology specialty, with 8 of 10 individuals exhibiting positive results in at least one MBI subscale. This highlights the urgent need for interventions and support systems to protect the well-being of both trainees and practitioners and uphold the quality of patient care.
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Affiliation(s)
- Amir Hassankhani
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, California (A.H., M.A., P.S., A.G.); Department of Radiology, Mayo Clinic, Rochester, Minnesota (A.H., M.A.)
| | - Melika Amoukhteh
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, California (A.H., M.A., P.S., A.G.); Department of Radiology, Mayo Clinic, Rochester, Minnesota (A.H., M.A.)
| | - Parya Valizadeh
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran (P.V.)
| | - Payam Jannatdoust
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran (P.V.)
| | - Delaram J Ghadimi
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran (D.J.G.)
| | - Paniz Sabeghi
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, California (A.H., M.A., P.S., A.G.)
| | - Ali Gholamrezanezhad
- Department of Radiology, Keck School of Medicine, University of Southern California (USC), Los Angeles, California (A.H., M.A., P.S., A.G.).
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Wan Z, Tang J, Bai X, Cao Y, Zhang D, Su T, Zhou Y, Qiao L, Shen K, Wang L, Tian X, Wang J. Burnout among radiology residents: a systematic review and meta-analysis. Eur Radiol 2024; 34:1399-1407. [PMID: 37589905 DOI: 10.1007/s00330-023-09986-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 04/24/2023] [Accepted: 05/30/2023] [Indexed: 08/18/2023]
Abstract
OBJECTIVE To analyze the prevalence of burnout among radiology residents. METHOD Five databases (PubMed, Web of Science, Embase, PsycINFO, and Scopus) were searched for studies reporting burnout in radiology residents for the period up to November 7, 2022. RESULTS A total of 423 studies were identified, and eventually, 16 studies were selected for the qualitative analysis, of which 11 studies were used in the meta-analysis. There was a total of 2164 radiology residents. Six studies reported the prevalence of burnout but the data could not be pooled due to their inconsistent definitions of burnout. The mean scores of three burnout subscales indicated a moderate to high degree of severity: emotional exhaustion = 25.2 (95% CI, 22.1-28.3; I2 = 94.4%), depersonalization = 10.2 (95% CI, 8.5-11.9; I2 = 93.0%), and low perception of personal accomplishment = 32.9 (95% CI, 30.5-35.4; I2 = 94.4%). The pooled prevalence of high-degree emotional exhaustion was 49.9% (95% CI, 43.6-56.1%; I2 = 55.7%), high-degree depersonalization was 45.1% (95% CI, 38.3-52.0%; I2 = 63.2%), and high-degree diminished personal accomplishment was 58.2% (95% CI, 36.0-77.6%; I2 = 84.9%). The impact of the COVID-19 pandemic on radiology residents was not investigated. In addition, there are inconsistent findings on the effects of female sex, seniority, and social support on burnout. CONCLUSIONS About half of the radiology residents showed at least one of the three burnout manifestations (emotional exhaustion, depersonalization, and personal accomplishment), with a moderate to high degree of severity. CLINICAL RELEVANCE STATEMENT Such a high prevalence and severity of burnout among radiology residents warrant the attention of residency program directors. KEY POINTS • Burnout, not uncommon among radiology residents, has not been effectively analyzed. • Nearly half of the radiology residents experience at least one of the three manifestations of burnout to a moderate to high degree. • The high prevalence and severe degree of burnout among radiology residents warrant the attention of residency program directors.
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Affiliation(s)
- Ziqi Wan
- Department of Internal Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
- Eight-year program, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Jieying Tang
- Department of Surgery, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China
| | - Xiaoyin Bai
- Department of Internal Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Yihan Cao
- Department of Radiology, Mass General Brigham Salem Hospital, 81 Highland Avenue, Salem, MA, 01970, USA
| | - Dingding Zhang
- Medical Research Center, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Tong Su
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Yangzhong Zhou
- Department of Internal Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Lin Qiao
- Department of Internal Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Kaini Shen
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Luo Wang
- Department of Pulmonary and Critical Care Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.
| | - Xinlun Tian
- Department of Pulmonary and Critical Care Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.
| | - Jinglan Wang
- Department of Pulmonary and Critical Care Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
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Morgan T, Torkian P, Awan OA. Mandatory Wellness Lectures and Exercises: Helpful or Harmful? Acad Radiol 2024; 31:747-749. [PMID: 38401991 DOI: 10.1016/j.acra.2023.01.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Accepted: 01/16/2023] [Indexed: 02/26/2024]
Affiliation(s)
- Tyler Morgan
- Texas Tech University, Health Sciences Center School of Medicine, Lubbock, Texas
| | - Pooya Torkian
- Vascular and Interventional Radiology, University of Minnesota, Minneapolis, Minnesota
| | - Omer A Awan
- University of Maryland School of Medicine, 655 W Baltimore Street, Baltimore, MD 21201.
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Azour L, Goldin JG, Kruskal JB. Radiologist and Radiology Practice Wellbeing: A Report of the 2023 ARRS Wellness Summit. Acad Radiol 2024; 31:250-260. [PMID: 37718125 DOI: 10.1016/j.acra.2023.08.025] [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: 07/24/2023] [Revised: 08/14/2023] [Accepted: 08/19/2023] [Indexed: 09/19/2023]
Abstract
In April 2023, the first American Roentgen Ray Society (ARRS) Wellness Summit was held in Honolulu, Hawaii. The Summit was a communal call to action bringing together professionals from the field of radiology to critically review our current state of wellness and reimagine the role of radiology and radiologists to further wellbeing. The in-person and virtual Summit was available free-of-cost to all meeting registrants and included 12 sessions with 44 invited moderators and panelists. The Summit aimed to move beyond simply rehashing the repeated issues and offering theoretical solutions, and instead focus on intentional practice evolution, identifying implementable strategies so that we as a field can start to walk our wellness talk. Here, we first summarize the thematic discussions from the 2023 ARRS Wellness Summit, and second, share several strategic action items that emerged.
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Affiliation(s)
- Lea Azour
- Department of Radiological Sciences, David Geffen School of Medicine at UCLA, Los Angeles, CA.
| | - Jonathan G Goldin
- Department of Radiological Sciences, David Geffen School of Medicine at UCLA, Los Angeles, CA
| | - Jonathan B Kruskal
- Department of Radiology, Harvard-Beth Israel Deaconess Medical Center, Boston, MA
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Feng S, Davis JA, Chowdhary A, Lomazow W, Yi JS, Huang J, Ding L, Taravati P. The effect of mandatory post-call relief on sleep and wellness in ophthalmology residents. BMC MEDICAL EDUCATION 2023; 23:955. [PMID: 38093220 PMCID: PMC10720055 DOI: 10.1186/s12909-023-04947-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 12/06/2023] [Indexed: 12/17/2023]
Abstract
BACKGROUND Multiple duty hour reforms have been implemented to optimize resident wellness through increasing opportunities for sleep recovery, but few studies have recorded objectively measured sleep or shown direct sleep and wellness benefits from such interventions. This study seeks to determine whether mandatory post-call relief policies with a partial night float system improved resident sleep, activity, and burnout among ophthalmology residents taking home call. METHODS We conducted a two group cohort study of ophthalmology residents at the University Washington comparing post graduate year-2 (PGY-2) resident sleep, activity, and burnout between the optional post-call relief group from July 1, 2017 to June 30, 2019 to the mandatory post-call relief group from July 1, 2019 to June 30, 2021. RESULTS Of twenty total residents participating in the survey portion, 18 residents participated in the sleep and activity tracking portion of the study, 9 in in the optional post-call relief cohort, and 9 in the mandatory post-call relief cohort. The mandatory post-call relief group recorded longer total sleep on call than the optional post-call relief group (p < 0.001). There was no difference in overnight sleep recorded on call (median 3.4 h), but residents recorded more time napping in the mandatory post-call relief cohort (p < 0.001). There was no significant difference between cohorts in amount of sleep while not on call. Residents in the mandatory post-call relief cohort recorded higher average daily steps, higher exercise time, and lower sedentary time than residents in the optional post-call relief cohort (p < 0.001). They also recorded lower median emotional exhaustion on the Maslach Burnout Inventory and lower stress in the Depression and Anxiety Stress Scale in the mandatory post-call relief cohort (p = 0.008). CONCLUSIONS Implementation of mandatory post-call relief policies with a partial night-float system among PGY-2 residents was associated with more post-call naps with more overall physical activity, lower emotional exhaustion scores, and lower stress scores, despite no changes to overnight sleep on call or total sleep. Although sample size limits interpretation of data, implementation of mandatory post call relief could be considered to improve post-call sleep in programs with home call.
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Affiliation(s)
- Shu Feng
- Department of Ophthalmology, University of Washington School of Medicine, Campus Box 359608, 325 9th Avenue, Seattle, WA, 98104, USA.
| | - John A Davis
- Oregon Health and Sciences University, Casey Eye Institute, Portland, USA
| | - Apoorva Chowdhary
- Department of Ophthalmology, University of Washington School of Medicine, Campus Box 359608, 325 9th Avenue, Seattle, WA, 98104, USA
| | - Whitney Lomazow
- Department of Ophthalmology, University of Washington School of Medicine, Campus Box 359608, 325 9th Avenue, Seattle, WA, 98104, USA
| | - Jonathan S Yi
- University of Miami Health System, Bascom Palmer Eye Institute, Miami, USA
| | - Johnson Huang
- Department of Ophthalmology, University of Washington School of Medicine, Campus Box 359608, 325 9th Avenue, Seattle, WA, 98104, USA
| | - Leona Ding
- Department of Ophthalmology, University of Washington School of Medicine, Campus Box 359608, 325 9th Avenue, Seattle, WA, 98104, USA
| | - Parisa Taravati
- Department of Ophthalmology, University of Washington School of Medicine, Campus Box 359608, 325 9th Avenue, Seattle, WA, 98104, USA
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Fawzy NA, Tahir MJ, Saeed A, Ghosheh MJ, Alsheikh T, Ahmed A, Lee KY, Yousaf Z. Incidence and factors associated with burnout in radiologists: A systematic review. Eur J Radiol Open 2023; 11:100530. [PMID: 37920681 PMCID: PMC10618688 DOI: 10.1016/j.ejro.2023.100530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 09/24/2023] [Accepted: 10/08/2023] [Indexed: 11/04/2023] Open
Abstract
Rationale and objectives Burnout among physicians has a prevalence rate exceeding 50%. The radiology department is not immune to the burnout epidemic. Understanding and addressing burnout among radiologists has been a subject of recent interest. Thus, our study aims to systematically review studies reporting the prevalence of burnout in physicians in the radiology department while providing an overview of the factors associated with burnout among radiologists. Materials and methods The search was conducted from inception until November 13th, 2022, in PubMed, Embase, Education Resources Information Center, PsycINFO, and psycArticles. Studies reporting the prevalence of burnout or any subdimensions among radiology physicians, including residents, fellows, consultants, and attendings, were included. Data on study characteristics and estimates of burnout syndrome or any of its subdimensions were collected and summarized. Results After screening 6379 studies, 23 studies from seven countries were eligible. The number of participants ranged from 26 to 460 (median, 162; interquartile range, 91-264). In all, 18 studies (78.3%) employed a form of the Maslach Burnout Inventory. In comparison, four studies (17.4%) used the Stanford Professional Fulfillment Index, and one study (4.3%) used a single-item measure derived from the Zero Burnout Program survey. Overall burnout prevalence estimates were reported by 14 studies (60.9%) and varied from 33% to 88%. High burnout prevalence estimates were reported by only five studies (21.7%) and ranged from 5% to 62%. Emotional exhaustion and depersonalization prevalence estimates were reported by 16 studies (69.6%) and ranged from 11%-100% and 4%-97%, respectively. Furthermore, 15 studies (65.2%) reported low personal accomplishment prevalence, ranging from 14.7% to 84%. There were at least seven definitions for overall burnout and high burnout among the included studies, and there was high heterogeneity among the cutoff scores used for the burnout subdimensions. Conclusion Burnout in radiology is increasing globally, with prevalence estimates reaching 88% and 62% for overall and high burnout, respectively. A myriad of factors has been identified as contributing to the increased prevalence. Our data demonstrated significant variability in burnout prevalence estimates among radiologists and major disparities in burnout criteria, instrument tools, and study quality.
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Affiliation(s)
- Nader A. Fawzy
- College of Medicine, Alfaisal University, Riyadh 11533, Saudi Arabia
| | - Muhammad Junaid Tahir
- Pakistan Kidney and Liver Institute and Research Center (PKLI & RC), Lahore 54000, Pakistan
| | - Abdullah Saeed
- Pakistan Kidney and Liver Institute and Research Center (PKLI & RC), Lahore 54000, Pakistan
| | | | - Tamara Alsheikh
- College of Medicine, Alfaisal University, Riyadh 11533, Saudi Arabia
| | - Ali Ahmed
- School of Pharmacy, Monash University, Jalan Lagoon Selatan, Bandar Sunway, Subang Jaya, Selangor, Malaysia
| | - Ka Yiu Lee
- Swedish Winter Sports Research Centre, Department of Health Sciences, Mid Sweden University, Östersund, Sweden
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Hameed MY, Al-Hindi L, Ali S, Jensen HK, Shoults CC. Broadening the Understanding of Medical Students' Discussion of Radiology Online: A Social Listening Study of Reddit. Curr Probl Diagn Radiol 2023; 52:377-382. [PMID: 37179205 DOI: 10.1067/j.cpradiol.2023.04.003] [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: 04/10/2023] [Accepted: 04/13/2023] [Indexed: 05/15/2023]
Abstract
Reddit.com contains one of the largest online social forums for medical students, the 'r/medicalschool' subreddit. The platform provides an opportunity to share news and discuss a variety of topics including specialty choice and residency applications. In this study we analyze posts on the subreddit r/medicalschool with the aim of understanding how medical students perceive radiology as a career and what factors influence their decision to pursue radiology. Reddit posts to were collected from the r/medicalschool subreddit (2009-2022) and a randomized sample of the corpus was labeled to yield 2000 posts that discussed radiology as career and 1542 posts not discussing radiology. Sentiment analysis of the labeled corpus was conducted using the SiEBRT RoBERTa transformer sentiment pipeline, a machine trained English language text analyzer. Student's t-test was used to compare sentiment of posts discussing radiology to nonradiology posts by career keywords. Posts discussing radiology as a career had an overall positive sentiment but were lower than nonradiology posts' sentiment (p<.001). Key words associated with a positive sentiment score were "procedure", "lifestyle", "income", "fit", "personality", "anatomy", "tech", "physics", "research," and "match." Negative sentiment score included key words "AI", "burnout", "culture", "job market", "midlevel", "sue", "teleradiology." "Procedures" had the most positive sentiment score, while "AI" had the most negative score. Our study highlights aspects of radiology as a career that are discussed positively and negatively on Reddit. These posts are read by medical students around the world and may influence their choice of specialty.
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Affiliation(s)
- Muhammad Y Hameed
- College of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR.
| | - Layth Al-Hindi
- College of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR.
| | - Sumera Ali
- Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR.
| | - Hanna K Jensen
- Department of Radiology, University of Arkansas for Medical Sciences, Little Rock, AR.
| | - Catherine C Shoults
- Department of Biomedical Informatics, University of Arkansas for Medical Sciences, Little Rock, AR.
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Chowdhary A, Davis JA, Ding L, Taravati P, Feng S. Resident Sleep During Traditional Home Call Compared to Night Float. JOURNAL OF ACADEMIC OPHTHALMOLOGY (2017) 2023; 15:e204-e208. [PMID: 37744316 PMCID: PMC10513783 DOI: 10.1055/s-0043-1775578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Accepted: 08/31/2023] [Indexed: 09/26/2023]
Abstract
Purpose This article aims to compare resident sleep while on night float with a traditional home call. Methods We conducted a crossover observational study assessing sleep patterns of seven postgraduate year-2 ophthalmology residents at the University of Washington from 2019 to 2021 using the Fitbit Alta HR device. Overnight call was scheduled from 5 p.m. to 8 a.m. on weekdays, and 8 a.m. to 8 a.m. on weekends. The residency program implemented a partial night float rotation, during which two to three nights of consecutive call were assigned to a resident without other clinical duties. Sleep was recorded using the Fitbit Alta HR for residents while on a 5-week partial night float rotation, on 10-week home call rotations, with postcall relief, and for stretches of seven or more days without call responsibilities. Mixed model regression analysis was used to compare average sleep on home call, night float, and periods without call. Results Sleep data were recorded for a total of 1,015 nights, including 503 nights on home call rotation and 230 nights on night float rotation. Residents slept more during periods away from call compared to either night float or home call rotations ( p < 0.001). Residents experienced increased average overall sleep during 10-week rotations on night float compared to home call ( p = 0.008). While there was no difference in overnight sleep on call between night float and home call ( p = 0.701), residents experienced more sleep overall while on call on night float compared to home call due to more sleep being recorded during postcall naps ( p = 0.016). Conclusion Implementing a night float system can increase resident sleep by allowing for more sleep recovery during time away from clinical duties.
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Affiliation(s)
- Apoorva Chowdhary
- Department of Ophthalmology, University of Washington, Seattle, Washington
| | - John A. Davis
- Department of Ophthalmology, Casey Eye Institute, Oregon Health and Sciences University, Portland, Oregon
| | - Leona Ding
- Department of Ophthalmology, University of Washington, Seattle, Washington
| | - Parisa Taravati
- Department of Ophthalmology, University of Washington, Seattle, Washington
| | - Shu Feng
- Department of Ophthalmology, University of Washington, Seattle, Washington
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Lopez K, Li H, Paek H, Williams B, Nath B, Melnick ER, Loza AJ. Predicting physician departure with machine learning on EHR use patterns: A longitudinal cohort from a large multi-specialty ambulatory practice. PLoS One 2023; 18:e0280251. [PMID: 36724149 PMCID: PMC9891518 DOI: 10.1371/journal.pone.0280251] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 12/22/2022] [Indexed: 02/02/2023] Open
Abstract
Physician turnover places a heavy burden on the healthcare industry, patients, physicians, and their families. Having a mechanism in place to identify physicians at risk for departure could help target appropriate interventions that prevent departure. We have collected physician characteristics, electronic health record (EHR) use patterns, and clinical productivity data from a large ambulatory based practice of non-teaching physicians to build a predictive model. We use several techniques to identify possible intervenable variables. Specifically, we used gradient boosted trees to predict the probability of a physician departing within an interval of 6 months. Several variables significantly contributed to predicting physician departure including tenure (time since hiring date), panel complexity, physician demand, physician age, inbox, and documentation time. These variables were identified by training, validating, and testing the model followed by computing SHAP (SHapley Additive exPlanation) values to investigate which variables influence the model's prediction the most. We found these top variables to have large interactions with other variables indicating their importance. Since these variables may be predictive of physician departure, they could prove useful to identify at risk physicians such who would benefit from targeted interventions.
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Affiliation(s)
- Kevin Lopez
- Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Huan Li
- Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
- Computational Biology and Bioinformatics, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Hyung Paek
- Information Technology Services, Yale New Haven Health, Stratford, Connecticut, United States of America
- Northeast Medical Group, Yale New Haven Health, New London, Connecticut, United States of America
| | - Brian Williams
- Northeast Medical Group, Yale New Haven Health, New London, Connecticut, United States of America
| | - Bidisha Nath
- Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Edward R. Melnick
- Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
- Department of Biostatistics (Health Informatics), Yale School of Public Health, New Haven, Connecticut, United States of America
- * E-mail:
| | - Andrew J. Loza
- Department of Emergency Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
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Burnout in Medical School: A Medical Student's Perspective. Acad Radiol 2022; 30:1223-1225. [PMID: 36586757 PMCID: PMC9799176 DOI: 10.1016/j.acra.2022.11.023] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 11/18/2022] [Indexed: 12/31/2022]
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13
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Petscavage-Thomas JM, Hardy S, Chetlen A. Mitigation Tactics Discovered During COVID-19 with Long-Term Report Turnaround Time and Burnout Reduction Benefits. Acad Radiol 2022; 29:1786-1791. [PMID: 35585013 PMCID: PMC9023354 DOI: 10.1016/j.acra.2022.04.016] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 04/13/2022] [Accepted: 04/15/2022] [Indexed: 01/26/2023]
Abstract
RATIONALES AND OBJECTIVES The purpose is to describe a hybrid teleradiology solution utilized in an academic medical center and its outcomes on radiology report turnaround time (RTAT) and physician wellness. MATERIALS AND METHODS During coronavirus disease 2019, we utilized an alternating teleradiology solution with procedural and education attendings working in the hospital and other faculty remote to keep the worklist clean. RTAT data was collected for remote vs. in house emergency department (ED) and inpatient cases over a 6-month period. Pre and post implementation burnout surveys were administered. RESULTS RTAT significantly improved for ED and inpatient MR and CT, and inpatient US and radiographs when interpreted remotely compared to in-hospital. Physician wellness scores improved and open-ended comments reflected positive feedback about the hybrid work solution. 74% enjoyed the autonomy and flexibility, and 51% said the solution positively influences my desire to remain in my current institution and improves their clinical and/or academic productivity. CONCLUSION Hybrid work from home solutions allow faculty autonomy and flexibility with work-life balance, improving wellness. It is important to alternate the at-home faculty to maintain interdepartmental relations, particularly for junior faculty, and prevent isolation. The hybrid solution also demonstrated improved patient care metrics, possibly due to decreased distractions at home compared to the reading room.
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Le RT, Sifrig B, Chesire D, Hernandez M, Kee-Sampson J, Matteo J, Meyer TE. Comparative Analysis of Radiology Trainee Burnout Using the Maslach Burnout Inventory and Oldenburg Burnout Inventory. Acad Radiol 2022; 30:991-997. [PMID: 36167626 DOI: 10.1016/j.acra.2022.08.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 08/07/2022] [Accepted: 08/12/2022] [Indexed: 11/01/2022]
Abstract
BACKGROUND Burnout is an individualized response to imbalances between job demands and resources that has predominantly been evaluated with the Maslach Burnout Inventory (MBI). There are other instruments not validated among healthcare providers that may be comparable to the MBI. Utilizing alternative measurements can allow researchers to assess wellness with a larger array of questions. OBJECTIVE We explored differences between the MBI- Human Services Survey for Medical Personnel (MBI-HSS [MP]) and Oldenburg Burnout Inventory (OLBI) in evaluating emotional exhaustion (EE)/exhaustion and depersonalization (DP)/disengagement. METHODS We administered the MBI-HSS (MP) and OLBI to United States (US) radiology trainees during three,1-month intervals in April 2018, October 2018, and April 2019. Student's T-tests or ANOVA was used to evaluate differences between demographic groups and burnout scores in the MBI-HSS (MP) and OBLI. Non-inferiority analysis was completed to evaluate if the OBLI was not inferior to the MBI-HSS (MP) in how its subscales measure exhaustion and disengagement. The MBI-HSS (MP) subtotals for EE and DP were compared with the OLBI scores for exhaustion and disengagement using two-tailed paired T-tests for each trainee. RESULTS Of 2823 trainees emailed, 770 (27.3%) responded. The mean EE Maslach score was 21/54, and the mean DP Maslach score was 8/30. The average OBLI exhaustion and disengagement score was 2.38 and 2.22, respectively. Comparative analysis of completed MBI-HSS (MP) and OLBI subscales yielded no significant difference between the EE/exhaustion (t(496)=1.038; p=0.30) or DP/disengagement (t(498)=0.084; p=0.933) subscales. CONCLUSIONS Our national study of radiology trainees demonstrated that the OLBI was not inferior in assessing exhaustion and disengagement to the EE and DP subscales of the MBI-HSS (MP).
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Affiliation(s)
- Rebecca T Le
- Department of Radiology, UF Health Jacksonville, FL; Department of Radiology, Rochester General Hospital, 1425 Portland Avenue, Rochester, New York, 14621.
| | - Brian Sifrig
- Department of Radiology, UF Health Jacksonville, FL
| | | | | | | | - Jerry Matteo
- Department of Radiology, UF Health Jacksonville, FL
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Ip IK, Giess CS, Gupte A, Eappen S, Healey MJ, Khorasani R. A Prospective Intervention to Reduce Burnout Among Academic Radiologists. Acad Radiol 2022; 30:1024-1030. [PMID: 35941005 DOI: 10.1016/j.acra.2022.06.009] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 06/08/2022] [Accepted: 06/13/2022] [Indexed: 11/29/2022]
Abstract
RATIONALE AND OBJECTIVES Few studies have examined what constitutes effective interventions to reduce burnout among radiologists. We compared self-reported burnout among academic medical center radiologists before and after a series of departmental initiatives intended to increase wellbeing and professional satisfaction. MATERIALS AND METHODS This Institutional Review Board-approved, prospective study took place 2017-2019 in a tertiary academic medical center. In pre- (2017) and post-intervention (2019) periods, we administered the previously-validated Stanford Physician Wellness Survey to faculty in our 11-division radiology department. Faculty rated their burnout level across 8 domains (professional fulfillment, emotional exhaustion, interpersonal disengagement, sleep difficulties, self-compassion, negative work impact on personal relations, organizational/personal values alignment, perceived quality of supervisory leadership). Between the two surveys, departmental initiatives focusing on culture, team building, work-life balance, and personal well-being were implemented (e.g., electronic medical record training, shorter work hours). Pre- and post-survey results were compared, using Whitney-Mann U test to calculate Z scores. RESULTS Faculty members rated lower professional fulfillment (Z-3.04, p=0.002), higher emotional exhaustion (Z=2.52, p=0.012), increased sleep-related impairment (Z=2.38, p=0.012), and reduced organizational/personal values alignment (Z=-4.10, p<0.0001) between the two surveys. No significant differences were identified associated with interpersonal disengagement (Z=1.82, p=0.069), self-compassion (Z=1.39, p=0.164), negative impact of work on personal relationship (Z=0.89, p=0.372) and perceived supervisory leadership quality (Z=0.07, p=0.942). CONCLUSION Despite numerous departmental initiatives intended to improve culture, workplace efficiency, work-life balance, and personal wellness, self-reported burnout was unchanged or worsened over time.Physician and employee wellness embedded into institutional culture maybe more effective than departmental improvement initiatives.
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