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OBJECTIVE: To assess the impact of work on personal relationships (IWPR) by specialty and demographic variables in a national sample of physicians, to assess the association between the IWPR and burnout, and to determine the effect of adjusting for IWPR on the risk of burnout associated with being a physician. METHODS: Analysis was conducted of data from a representative sample of US physicians surveyed between November 20, 2020, and March 23, 2021, and from a probability-based sample of other US workers. IWPR and burnout were measured with published assessments. RESULTS: Of the 7360 physicians who responded to the survey, 6271 (85.2%) completed the IWPR assessment. In multivariable analysis, moderate or higher IWPR was associated with female sex (odds ratio [OR], 1.26; 95% CI, 1.11 to 1.43), married vs single (OR, 0.59; 95% CI, 0.48 to 0.71), and emergency medicine (OR, 1.93; 95% CI, 1.43 to 2.60) or physical and rehabilitative medicine (OR, 1.67; 95% CI, 1.12 to 2.50) vs internal medicine subspecialty. Physicians were more likely than workers in other fields (OR, 2.65; 95% CI, 2.33 to 3.02) to endorse the statement "In the past year, my job contributed to me feeling more isolated or detached from the people who are important to me" as at least moderately true. After adjustment for responses to this statement, work hours, and demographic characteristics, being a physician was not associated with the risk of burnout. CONCLUSION: IWPR is associated with burnout. Adjustment for IWPR eliminated the observed difference in burnout between physicians and workers in other fields. Interventions that identify and mitigate work practices that have a negative impact on physicians' personal relationships and interventions that support affected individual physicians are warranted.
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GOAL: This research aimed to evaluate variations in perceived organizational support among physicians during the first year of the COVID-19 pandemic and the associations between perceived organizational support, physician burnout, and professional fulfillment. METHODS: Between November 20, 2020, and March 23, 2021, 1,162 of 3,671 physicians (31.7%) responded to the study survey by mail, and 6,348 of 90,000 (7.1%) responded to an online version. Burnout was assessed using the Maslach Burnout Inventory, and perceived organizational support was assessed by questions developed and previously tested by the Stanford Medicine WellMD Center. Professional fulfillment was measured using the Stanford Professional Fulfillment Index. PRINCIPAL FINDINGS: Responses to organizational support questions were received from 5,933 physicians. The mean organizational support score (OSS) for male physicians was higher than the mean OSS for female physicians (5.99 vs. 5.41, respectively, on a 0-10 scale, higher score favorable; p < .001). On multivariable analysis controlling for demographic and professional factors, female physicians (odds ratio [OR] 0.66; 95% CI: 0.55-0.78) and physicians with children under 18 years of age (OR 0.72; 95% CI: 0.56-0.91) had lower odds of an OSS in the top quartile (i.e., a high OSS score). Specialty was also associated with perceived OSS in mean-variance analysis, with some specialties (e.g., pathology and dermatology) more likely to perceive significant organizational support relative to the reference specialty (i.e., internal medicine subspecialty) and others (e.g., anesthesiology and emergency medicine) less likely to perceive support. Physicians who worked more hours per week (OR for each additional hour/week 0.99; 95% CI: 0.99-1.00) were less likely to have an OSS in the top quartile. On multivariable analysis, adjusting for personal and professional factors, each one-point increase in OSS was associated with 21% lower odds of burnout (OR 0.79; 95% CI: 0.77-0.81) and 32% higher odds of professional fulfillment (OR 1.32; 95% CI: 1.28-1.36). PRACTICAL APPLICATIONS: Perceived organizational support of physicians during the COVID-19 pandemic was associated with a lower risk of burnout and a higher likelihood of professional fulfillment. Women physicians, physicians with children under 18 years of age, physicians in certain specialties, and physicians working more hours reported lower perceived organizational support. These gaps must be addressed in conjunction with broad efforts to improve organizational support.
Subject(s)
Burnout, Professional , COVID-19 , Pandemics , Physicians , SARS-CoV-2 , Humans , Burnout, Professional/epidemiology , Burnout, Professional/psychology , COVID-19/epidemiology , COVID-19/psychology , Female , Male , Physicians/psychology , Physicians/statistics & numerical data , Adult , United States , Middle Aged , Surveys and Questionnaires , Job Satisfaction , Organizational CultureABSTRACT
PURPOSE: Chronic lymphocytic leukemia (CLL)-phenotype monoclonal B-cell lymphocytosis (MBL) is a premalignant condition that is roughly 500-fold more common than CLL. It is unknown whether the two-fold increased risk of developing melanoma associated with CLL extends to individuals with MBL. METHODS: Using the Mayo Clinic Biobank, we identified participants who were 40 years or older with no previous hematological malignancies, who resided in the 27 counties around Mayo Clinic, and who had available biospecimens for screening. Eight-color flow cytometry was used to screen for MBL. Individuals with MBL were classified as low-count MBL (LC-MBL) or high-count MBL on the basis of clonal B-cell percent. Incident melanomas were identified using International Classification of Diseases codes and confirmed via medical records review. Cox regression models were used to estimate hazard ratios (HRs) and 95% CI. RESULTS: Of the 7,334 participants screened, 1,151 were identified with a CD5-positive MBL, of whom 1,098 had LC-MBL. After a median follow-up of 3.2 years (range, 0-13.5), 131 participants developed melanoma, of whom 36 individuals were positive for MBL. The estimated 5-year cumulative incidence of melanoma was 3.4% and 2.0% among those with and without MBL, respectively. After adjusting for age, sex, and history of previous melanoma, individuals with MBL exhibited a 1.86-fold (95% CI, 1.25 to 2.78) risk of melanoma. This elevated risk persisted when analysis was restricted to those without a history of melanoma (HR, 2.05 [95% CI, 1.30 to 3.23]). Individuals with LC-MBL had a 1.92-fold (95% CI, 1.29 to 2.87) increased risk of developing melanoma overall and a 2.74-fold increased risk (95% CI, 1.50 to 5.03) of melanoma in situ compared with those without MBL. CONCLUSION: LC-MBL is associated with an approximately two-fold increased risk of melanoma overall and a 2.74-fold increased risk of melanoma in situ.
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This Viewpoint summarizes methods used by health care organizations to assess and improve clinician well-being, discusses the potential downsides of public reporting of clinician well-being survey data, and calls for making organizations' adherence to structure and process measures a part of accreditation criteria.
Subject(s)
Physicians , Humans , Physicians/psychology , United States , Burnout, Professional/prevention & control , Accountable Care Organizations , Social ResponsibilityABSTRACT
Importance: Physician burnout has reached crisis levels. Supportive leadership is one of the strongest drivers of physician well-being, and monitoring supervisor support is key to developing well-being focused leadership skills. Existing measures of leader support were designed within "direct report" supervision structures limiting their applicability to matrixed leadership reporting structures where direct reports are not the predominant norm. Antecedently, no measure of leadership support is validated specifically for implementation in matrixed leadership structures. Objective: Adapt and validate the Mayo Leadership Impact Index (MLII) for settings with matrixed leadership structures. Design: A psychometric validation study utilizing classical test theory and item response theory. Setting: A tripartite hospital system in the southwestern US. Participants: Physician-respondents to a 2023 cross-sectional survey. Main Outcomes and Measures: After pilot testing, the adapted MLII was examined using a unidimensional graded response model and confirmatory factor analyses. Convergent validity was investigated via correlations with professional fulfillment, perceived autonomy support, self-valuation, and peer connectedness/respect. Divergent validity was tested via correlations with burnout. Results: Of the three candidate revisions of the MLII, the 9-item adaptation was selected for its superior validity/reliability indices. Standardized Cronbach's and Ordinal alpha coefficients were 0.958 and 0.973, respectively. CFA loadings exceeded 0.70 (p < 0.001), and coefficients of variation (R2) exceeded 0.60 for all items. GRM slope parameters indicated "high" to "very high" item discrimination. Items 2, 5, and 8 were the most informative. Positive correlations of the adapted MLII with professional fulfillment, perceived autonomy support, and peer connectedness/respect were observed, supporting convergent validity. Negative correlation with overall burnout supports divergent validity. Conclusions and Relevance: The findings provide evidence of the adapted MLII's validity, reliability, and appropriateness for implementation within matrixed leadership settings. Prior to this study, no leadership support measure had been validated for use among the growing number of healthcare systems with matrixed leadership reporting structures.
Question: : What is the validity and reliability of a well-being centered leadership measure adapted for use in healthcare systems with matrixed, multiform reporting structures? Findings: : Classical test theory and item response theory analyses of cross-sectional survey data from 158 physician-respondents supported the adapted measure's construct validity. All reliability coefficients were strong. Leadership ratings positively correlated with professional fulfillment, autonomy support, self-valuation, and peer connectedness/respect, and negatively correlated with burnout. Meaning: : Findings support the adapted measure's validity and reliability. This study is the first to demonstrate a valid empirical measure of well-being centered leadership behaviors in settings with multiform, matrixed leadership structures.
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Objective: To identify the characteristics that distinguish occupationally well outliers (OWO), a subset of academic psychiatrists and neurologists with consistently high professional fulfillment and low burnout, from their counterparts with lower levels of occupational well-being. Participants and Methods: Participants included faculty physicians practicing psychiatry and neurology in academic medical centers affiliated with the Professional Well-being Academic Consortium. In this prospective, longitudinal study, a mixed qualitative and quantitative approach was used. Quantitative measures were administered to physicians in a longitudinal occupational well-being survey sponsored by the academic organizations where they work. Four organizations participated in the qualitative study. Psychiatrists and neurologists at these organizations who competed survey measures at 2 consecutive time points between 2019 and 2021 were invited to participate in an interview. Results: Of 410 (213 psychiatrists and 197 neurologists) who completed professional fulfillment and burnout measures at 2 time points, 84 (20.5%) met OWO criteria. Occupationally well outliers psychiatrists and neurologists had more favorable scores on hypothesized determinants of well-being (values alignment, perceived gratitude, supportive leadership, peer support, and control of schedule). Ultimately, 31 psychiatrists (25% of 124 invited) and 33 neurologists (18.5% of 178 invited) agreed to participate in an interview. Qualitatively, OWO physicians differed from all others in 3 thematic domains: development of life grounded in priorities, ability to shape day-to-day work context, and professional relationships that provide joy and support. Conclusion: A multilevel approach is necessary to promote optimal occupational well-being, targeting individual-level factors, organizational-level factors, and broader system-level factors.
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BACKGROUND: Physiatry is a specialty with high rates of burnout. Although organizational strategies to combat burnout are key, it is also important to understand strategies that individual physiatrists can use to address burnout. OBJECTIVE: To identify changes that resulted in improvement of occupational well-being of physiatrists over a 6- to 9-month period. DESIGN: We employed two quantitative surveys spaced 6 to 9 months apart to identify physiatrists who experienced meaningful improvement in occupational burnout and/or professional fulfillment between the two survey timepoints. These physiatrists were subsequently recruited to participate in a qualitative study using semi-structured interviews to identify changes that respondents felt contributed to improvements in burnout and professional fulfillment. SETTING: Online surveys and interviews. PARTICIPANTS: Physiatrists in the American Academy of Physical Medicine and Rehabilitation (AAPM&R) Membership Masterfile. MAIN OUTCOME MEASURE: Burnout and professional fulfillment were assessed using the Stanford Professional Fulfillment Index. RESULTS: One hundred twelve physiatrists responded to the baseline and follow-up surveys. Of these, 35 were eligible for interviews based on improvements in the Stanford Professional Fulfillment Index, and 23 (64%) agreed to participate. Themes from the qualitative interviews highlighted the importance of personal lifestyle choices, approaches to improve professional satisfaction, and strategies to foster work-life harmony. Personal lifestyle strategies included investing in wellness and mental health. Efforts to improve professional satisfaction included decreasing work intensity, prioritizing meaningful aspects of work, and building relationships with colleagues. Fostering work-life harmony also included making trade-offs in both domains, setting boundaries at work, setting expectations at home, and overcoming personal challenges. CONCLUSION: Our findings illustrate that, in addition to organizational strategies demonstrated to be effective, there are actions that individual physiatrists can take to recover from burnout and foster professional fulfillment.
Subject(s)
Burnout, Professional , Job Satisfaction , Physiatrists , Physical and Rehabilitation Medicine , Qualitative Research , Humans , Burnout, Professional/prevention & control , Burnout, Professional/psychology , Male , Female , Physiatrists/psychology , Middle Aged , Adult , Surveys and Questionnaires , United StatesABSTRACT
BACKGROUND: Physiatry is a specialty with high rates of burnout. Although organizational strategies to combat burnout are key, it is also important to understand strategies that individual physiatrists can use to address burnout. OBJECTIVE: The aim of the study is to identify changes that resulted in improvement of occupational well-being of physiatrists over a 6- to 9-mo period. DESIGN: We employed two quantitative surveys spaced 6-9 mos apart to identify physiatrists who experienced meaningful improvement in occupational burnout and/or professional fulfillment between the two survey time points. These physiatrists were subsequently recruited to participate in a qualitative study using semistructured interviews to identify changes that respondents felt contributed to improvements in burnout and professional fulfillment. SETTING: Online surveys and interviews. PARTICIPANTS: Physiatrists in the American Academy of Physical Medicine and Rehabilitation (AAPM&R) Membership Masterfile. MAIN OUTCOME MEASURE: Burnout and professional fulfillment were assessed using the Stanford Professional Fulfillment Index. RESULTS: One hundred twelve physiatrists responded to the baseline and follow-up surveys. Of these, 35 were eligible for interviews based on improvements in the Stanford Professional Fulfillment Index, and 23 (64%) agreed to participate. Themes from the qualitative interviews highlighted the importance of personal lifestyle choices, approaches to improve professional satisfaction, and strategies to foster work-life harmony. Personal lifestyle strategies included investing in wellness and mental health. Efforts to improve professional satisfaction included decreasing work intensity, prioritizing meaningful aspects of work, and building relationships with colleagues. Fostering work-life harmony also included making trade-offs in both domains, setting boundaries at work, setting expectations at home, and overcoming personal challenges. CONCLUSIONS: Our findings illustrate that in addition to organizational strategies demonstrated to be effective, there are actions that individual physiatrists can take to recover from burnout and foster professional fulfillment.
Subject(s)
Burnout, Professional , Job Satisfaction , Physiatrists , Physical and Rehabilitation Medicine , Qualitative Research , Humans , Burnout, Professional/psychology , Male , Female , Physiatrists/psychology , Adult , Middle Aged , Surveys and QuestionnairesABSTRACT
The psychological safety of health care workers is an important but often overlooked aspect of the rising rates of burnout and workforce shortages. In addition, mental health conditions are prevalent among health care workers, but the associated stigma is a significant barrier to accessing adequate care. More efforts are therefore needed to foster health care work environments that are safe and supportive of self-care. The purpose of this brief document is to promote a culture of psychological safety in health care organizations. We review ways in which organizations can create a psychologically safe workplace, the benefits of a psychologically safe workplace, and strategies to promote mental health and reduce suicide risk.
Subject(s)
American Heart Association , Health Personnel , Mental Health , Humans , Health Personnel/psychology , United States , Burnout, Professional/psychology , Burnout, Professional/prevention & control , Burnout, Professional/epidemiology , Workplace/psychology , Occupational Health , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/psychology , Psychological SafetySubject(s)
Clinical Competence , Mentoring , Humans , Clinical Competence/standards , Physicians/standardsABSTRACT
Background: The use of an artificial intelligence electrocardiography (AI-ECG) algorithm has demonstrated its reliability in predicting the risk of atrial fibrillation (AF) within the general population. Objectives: This study aimed to determine the effectiveness of the AI-ECG score in identifying patients with chronic lymphocytic leukemia (CLL) who are at high risk of developing AF. Methods: We estimated the probability of AF based on AI-ECG among patients with CLL extracted from the Mayo Clinic CLL database. Additionally, we computed the Mayo Clinic CLL AF risk score and determined its ability to predict AF. Results: Among 754 newly diagnosed patients with CLL, 71.4% were male (median age = 69 years). The median baseline AI-ECG score was 0.02 (range = 0-0.93), with a value ≥0.1 indicating high risk. Over a median follow-up of 5.8 years, the estimated 10-year cumulative risk of AF was 26.1%. Patients with an AI-ECG score of ≥0.1 had a significantly higher risk of AF (HR: 3.9; 95% CI: 2.6-5.7; P < 0.001). This heightened risk remained significant (HR: 2.5; 95% CI: 1.6-3.9; P < 0.001) even after adjusting for the Mayo CLL AF risk score, heart failure, chronic kidney disease, and CLL therapy. In a second cohort of CLL patients treated with a Bruton tyrosine kinase inhibitor (n = 220), a pretreatment AI-ECG score ≥0.1 showed a nonsignificant increase in the risk of AF (HR: 1.7; 95% CI: 0.8-3.6; P = 0.19). Conclusions: An AI-ECG algorithm, in conjunction with the Mayo CLL AF risk score, can predict the risk of AF in patients with newly diagnosed CLL. Additional studies are needed to determine the role of AI-ECG in predicting AF risk in CLL patients treated with a Bruton tyrosine kinase inhibitor.
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OBJECTIVE: To evaluate the ability of routinely collected electronic health record (EHR) use measures to predict clinical work units at increased risk of burnout and potentially most in need of targeted interventions. METHODS: In this observational study of primary care physicians, we compiled clinical workload and EHR efficiency measures, then linked these measures to 2 years of well-being surveys (using the Stanford Professional Fulfillment Index) conducted from April 1, 2019, through October 16, 2020. Physicians were grouped into training and confirmation data sets to develop predictive models for burnout. We used gradient boosting classifier and other prediction modeling algorithms to quantify the predictive performance by the area under the receiver operating characteristics curve (AUC). RESULTS: Of 278 invited physicians from across 60 clinics, 233 (84%) completed 396 surveys. Physicians were 67% women with a median age category of 45 to 49 years. Aggregate burnout score was in the high range (≥3.325/10) on 111 of 396 (28%) surveys. Gradient boosting classifier of EHR use measures to predict burnout achieved an AUC of 0.59 (95% CI, 0.48 to 0.77) and an area under the precision-recall curve of 0.29 (95% CI, 0.20 to 0.66). Other models' confirmation set AUCs ranged from 0.56 (random forest) to 0.66 (penalized linear regression followed by dichotomization). Among the most predictive features were physician age, team member contributions to notes, and orders placed with user-defined preferences. Clinic-level aggregate measures identified the top quartile of clinics with 56% sensitivity and 85% specificity. CONCLUSION: In a sample of primary care physicians, routinely collected EHR use measures demonstrated limited ability to predict individual burnout and moderate ability to identify high-risk clinics.
Subject(s)
Burnout, Professional , Electronic Health Records , Physicians, Primary Care , Humans , Burnout, Professional/epidemiology , Electronic Health Records/statistics & numerical data , Female , Middle Aged , Physicians, Primary Care/statistics & numerical data , Physicians, Primary Care/psychology , Male , Workload/psychology , Workload/statistics & numerical data , Adult , Surveys and Questionnaires , ROC CurveSubject(s)
Burnout, Professional , Organizational Culture , Physicians , Humans , Burnout, Professional/epidemiology , Burnout, Professional/psychology , Cross-Sectional Studies , Physicians/psychology , Patient Care Team/organization & administration , Patient Safety , Safety Management/organization & administration , Male , FemaleABSTRACT
To assess the impact of first-line treatment with targeted agents (TAs) or fludarabine, cyclophosphamide, and rituximab (FCR)-based chemo-immunotherapy (CIT) on overall survival (OS) compared to age- and sex-matched individuals in the general population, we conducted an aggregated analysis of phase 3 clinical trials, including the two FLAIR sub-studies, ECOG1912, and CLL13 trials. The restricted mean survival time (RMST), an alternative measure in outcome analyses capturing OS changes over the entire history of the disease, was used to minimize biases associated with the short follow-up time of trials. Patients treated with TAs demonstrated a higher 5-year RMST (58.1 months; 95% CI: 57.4 to 58.8) compared to those treated with CIT (5-year RMST, 56.9 months; 95% CI: 56.7-58.2). Furthermore, the OS comparison of treatment groups with the AGMGP suggests that TAs may mitigate the impact of CLL on OS during the first five years post-treatment initiation. In summary, the 5-year RMST difference was -0.4 months (95% CI: -0.8 to 0.2; p = 0.10) when comparing CLL patients treated with TAs to the Italian age- and gender-matched general population (AGMGP). A similar trend was observed when CLL patients treated with TAs were compared to the US AGMGP (5-year RMST difference, 0.3 months; 95% CI: -0.1 to 0.9; p = 0.12). In contrast, CLL patients treated with FCR exhibited sustained OS differences when compared to both the Italian cohort (5-year RMST difference: -1.6 months; 95% CI: -2.4 to -0.9; p < 0.0001) and the US AGMGP cohort (5-year RMST difference: -0.9 months; 95% CI: -1.7 to -0.2; p = 0.015). Although these results support TAs as the preferred first-line treatment for younger CLL patients, it is crucial to acknowledge that variations in patient selection criteria and clinical profiles across clinical trials necessitate a cautious interpretation of these findings that should be viewed as directional and hypothesis-generating. A longer follow-up is needed to assess the survival improvement of younger CLL patients treated with TAs relative to the AGMGP.
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Importance: The emergence and promise of generative artificial intelligence (AI) represent a turning point for health care. Rigorous evaluation of generative AI deployment in clinical practice is needed to inform strategic decision-making. Objective: To evaluate the implementation of a large language model used to draft responses to patient messages in the electronic inbox. Design, Setting, and Participants: A 5-week, prospective, single-group quality improvement study was conducted from July 10 through August 13, 2023, at a single academic medical center (Stanford Health Care). All attending physicians, advanced practice practitioners, clinic nurses, and clinical pharmacists from the Divisions of Primary Care and Gastroenterology and Hepatology were enrolled in the pilot. Intervention: Draft replies to patient portal messages generated by a Health Insurance Portability and Accountability Act-compliant electronic health record-integrated large language model. Main Outcomes and Measures: The primary outcome was AI-generated draft reply utilization as a percentage of total patient message replies. Secondary outcomes included changes in time measures and clinician experience as assessed by survey. Results: A total of 197 clinicians were enrolled in the pilot; 35 clinicians who were prepilot beta users, out of office, or not tied to a specific ambulatory clinic were excluded, leaving 162 clinicians included in the analysis. The survey analysis cohort consisted of 73 participants (45.1%) who completed both the presurvey and postsurvey. In gastroenterology and hepatology, there were 58 physicians and APPs and 10 nurses. In primary care, there were 83 physicians and APPs, 4 nurses, and 8 clinical pharmacists. The mean AI-generated draft response utilization rate across clinicians was 20%. There was no change in reply action time, write time, or read time between the prepilot and pilot periods. There were statistically significant reductions in the 4-item physician task load score derivative (mean [SD], 61.31 [17.23] presurvey vs 47.26 [17.11] postsurvey; paired difference, -13.87; 95% CI, -17.38 to -9.50; P < .001) and work exhaustion scores (mean [SD], 1.95 [0.79] presurvey vs 1.62 [0.68] postsurvey; paired difference, -0.33; 95% CI, -0.50 to -0.17; P < .001). Conclusions and Relevance: In this quality improvement study of an early implementation of generative AI, there was notable adoption, usability, and improvement in assessments of burden and burnout. There was no improvement in time. Further code-to-bedside testing is needed to guide future development and organizational strategy.