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Dyrbye, Liselotte N.

https://orcid.org/0000-0002-7820-704X

Mayo Clinic

University of Colorado Anschutz

Citations 75

Device and Data Access Considerations for Digital Health Studies Using Consumer‐Grade Wearables: An Experience‐Based Tutorial
Zhu, Mike , Spencer, Joshua D., Chesak, Sherry, Romanowicz, Magdalena , Chauhan, Mohit , Athreya, Arjun P. , Athreya, Arjun P , Chauhan, Mohit , Chesak, Sherry S. , Dyrbye, Liselotte N. , Croarkin, Paul E. , Bobo, William V.

Clinical and Translational Science | August 5, 2026 | Volume: 19 | Issue: 8 | Pages: No page available

10.1111/cts.70693 Get It

ABSTRACT Consumer‐grade wearables, including smartwatches, fitness trackers, and smart rings, are accessible tools for studying pharmacologic responses in real‐time, monitoring participant health in decentralized clinical trials, optimizing outcome measures, and delivering digital interventions that promote behavior change. However, incorporating consumer wearables into clinical studies is not as straightforward as simply purchasing devices and providing them to participants. It requires engaging with a complex engineering ecosystem with multiple investigator decisions on device selection, associated data management practices, and patient/participant engagement and technical support. This tutorial, based on experience running large clinical trials using consumer wearables, outlines the wearables market landscape across varying form factors and manufacturers as well as the data management software products supporting wearable use. It delineates the major decision processes involved in designing studies that incorporate wearables and presents a structured framework to guide the selection of devices and supporting data tools according to study objectives.
Occupational distress factors associated with suicidal ideation among physicians and comparison with other US workers
Fischer, Avital , Shanafelt, Tait D, West, Colin P. , Sinsky, Christine A. , Tutty, Michael, Carlasare, Lindsey E. , Trockel, Mickey , Shanafelt, Tait D. , West, C P , Shanafelt, Tait D , Dyrbye, Liselotte N. , Tutty, Michael , Wang, Hanhan

Academic Medicine | June 16, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/acamed/wvag179 Get It

Abstract Purpose This study evaluates associations with suicidal ideation (SI) of impact of work on personal relationships (IWPR), self-valuation (SV), and imposter phenomenon and compares the SI point prevalence in physicians vs other workers. Method This study used American Medical Association Physician Professional Data to sample US physicians across different specialties between November 2020-March 2021. Of 7360 survey respondents, 6497 (88.3%) completed the SI question. A probability-based sample included 2508 nonphysician individuals from the US population employed at the time of survey administration, with 2501 workers (99.7%) completing the SI item. Logistic regression was used to evaluate the associations of occupational distress factors, including IWPR, SV, imposter phenomenon, and other factors, with SI before and after adjusting for depression and compare the risk of SI among physicians with other US workers. Results The study included 6497 physicians and 2501 workers in other fields. Adjusting for sex, age, relationship status, parenting status, and depression, each 1-point higher IWPR score (range, 0-10) was associated with 10% increased SI odds (odds ratio [OR], 1.10; 95% confidence interval [CI], 1.05-1.15). Adjusting for the same variables, each 1-point higher SV score (range, 0-10) was associated with 10% lower SI odds (OR, 0.90; 95% CI, 0.85-0.95). The association between imposter phenomenon scores (range, 4-20) and SI was not statistically significant (OR, 1.03; 95% CI, 0.99-1.08). The unadjusted 1-year SI point prevalence was 6.6% (95% CI, 6.0%-7.4%) in physicians vs 5.6% (95% CI, 4.7%-6.6%) among workers in other fields (P = .09). In a multivariable model, workers in other fields with a bachelor’s or master’s degree had lower SI odds compared with physicians (OR, 0.64; 95% CI, 0.46-0.87). Conclusions IWPR and low SV are associated with SI among physicians, independent of depression. Development and evaluation of interventions designed to mitigate these factors in physicians may be warranted.
Crisis-related self-reported symptoms of posttraumatic stress disorder in graduate medical education trainees: results from a multi-institutional study
Akhtar, Saadia, West, Colin P. , Satele, Daniel , He, Celestine , Thomas, Larissa R. , Sliwka, Diane, Julian, Katherine A. , Leitman, I Michael, Ripp, Jonathan, Satele, Daniel V, West, C P , Akhtar, Saadia R. , Sliwka, Diane, Dyrbye, Liselotte N. , Ripp, Jonathan

Academic Medicine | May 25, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/acamed/wvag157 Get It

Abstract Purpose Crisis periods—defined as sustained disruptions to the clinical environment resulting in increased workload, exposure to high-acuity patient care, or limited access to coping resources—can lead to posttraumatic stress disorder (PTSD) among residents and fellows (trainees). By examining self-reported pandemic-related PTSD symptoms, associated risk factors, and their consequences, this study aims to identify vulnerable groups and inform institutional strategies to support trainee well-being during and after crisis events. Method A multi-institutional cross-sectional survey was conducted at 3 U.S. academic medical centers between April and May 2022. Measures included the Primary Care PTSD Screen for DSM-5 (range 0 to 5, scores ≥4 indicate probable PTSD), 4-item PROMIS Social Isolation scale (normed T-score range 0 to 100 scale with higher scores indicating greater isolation), items exploring intent to stay at one’s institution, and demographics. Multivariable analysis adjusted for demographics, specialty, and postgraduate year. Results Of 6,057 eligible trainees, 3,185 (53%) participated in the survey, with 3,109 completing the PTSD screening. A total of 190 (6%) trainees screened positive for self-reported PTSD symptoms. Multivariable analysis revealed that female trainees had a higher odds of screening positive for self-reported PTSD symptoms compared to males (odds ratio [OR] 1.45; 95% confidence interval [CI], 1.03-2.04; P = .03). Greater social isolation was independently associated with increased PTSD risk (OR 1.09; 95% CI, 1.07-1.11; P < .001). Additionally, trainees who did not intend to remain at their institution after training were more likely to screen positive for PTSD (OR 1.74; 95% CI, 1.17-2.58; P = .01). Conclusions Female gender, greater social isolation, and reduced intention to remain at one’s institution are independently associated with self-reported PTSD symptoms in trainees. Recognizing these relationships may enable health care leaders to proactively identify trainees at higher risk during crisis periods and to implement targeted, evidence-based interventions that promote well-being and workforce retention.
Associations and differences between occupational burnout and depression in large studies of U.S. physicians
Shanafelt, Tait D, West, Colin P. , Sinsky, Christine, Tutty, Michael, Carlasare, Lindsey E. , Trockel, Mickey, Shanafelt, Tait D. , Shanafelt, Tait D , West, C P , Dyrbye, Liselotte N. , Sinsky, Christine A. , Tutty, Michael , Wang, Hanhan , Trockel, Mickey

Academic Medicine | May 9, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/acamed/wvag126 Get It

Abstract Purpose To evaluate the correlation between occupational burnout and depression, frequency with which they coexist, how often 1 condition may be present in the absence of the other, and their association with suicidal ideation. Method The authors conducted a secondary analysis of cross-sectional national surveys of practicing U.S. physicians (conducted October 19, 2023, to March 3, 2024) and residents/fellows (“trainees”; conducted November 30, 2023, to January 2, 2024). They measured correlation between emotional exhaustion (EE) and depersonalization (DP) scores using the Maslach Burnout Inventory and depression T-scores using the National Institutes of Health Patient Reported Outcomes Measurement Information System Depression scale. Results A total of 5993 practicing physicians and 2676 trainees were included in the analysis. The pooled R2 value between EE and depression scores for physicians and trainees was 0.42 (P < .001) and between DP and depression scores was 0.28 (P < .001). Among the 4087 practicing physicians with normal depression scores, 1201 (29.4%) had high EE and/or high DP. Among the 1601 trainees with normal depression scores, 485 (30.3%) had high EE and/or high DP. On multivariable logistic regression adjusting for age, gender, relationship status, and work hours, each 1-point increase in depression T-score was associated with 15% higher odds of suicidal ideation among practicing physicians (OR 1.15; 95% CI, 1.13–1.17; P < .001) and trainees (OR 1.15, 95% CI, 1.13–1.17; P < .001). No statistically significant association between EE or DP scores and suicidal ideation was observed. Conclusions Occupational burnout and depression are correlated but distinct constructs with distinct outcomes. Less than half the variation in burnout is explained by depression (and vice versa). Population health approaches to improve physician well-being should address both conditions. Organizational efforts should go beyond providing support for individuals experiencing distress and also address the work environment factors that contribute to it.
The validation of measured and self-reported sleep duration and perceived sleep quality: an empirical study with three generations of smartwatches
Saliba, Christina T. , Wilton, Angelina R. , Sheffield, Katharine, Wilkes, Quantia , Anacker, Miriam, Athreya, Arjun P. , Chesak, Sherry S. , Sheffield, Katharine, West, Colin P. , Croarkin, Paul E. , Dyrbye, Liselotte N. , Bobo, William V. , Chauhan, Mohit

Frontiers in Psychiatry | April 20, 2026 | Volume: 17 | Issue: No issue available | Pages: No page available

10.3389/fpsyt.2026.1767216 Get It

Introduction Sleep is routinely assessed in the management of mental health conditions. Wearable technologies like smartwatches offer a non-intrusive method to quantitatively measure sleep. However, there are limited empirical benchmarks for sleep duration and sleep quality measured by wearables against user reports. This study aims to evaluate the concordance between user-reported and smartwatch-measured hours of sleep and sleep quality. Methods Participants were recruited from two decentralized digital health well-being studies and completed a 7-day sleep diary while simultaneously wearing their smartwatch to sleep (November 7, 2023 - June 30, 2024). Participants self-reported sleep timestamps and perceived sleep quality using the Sleep Quality Scale. Sleep timestamps and quality were also derived from their smartwatches (Garmin Vívoactive 4 2019, Garmin Venu 2 Plus 2022, and Garmin Venu 3/3S 2023). Statistical analyses included paired t-tests, equipercentile linking, and chi-square tests to assess agreement between smartwatch and self-reported sleep parameters. Exploratory analyses established the difference between reported and recorded sleep duration in healthcare shift workers. Results From 841 sleep instances reported by 130 participants wearing three different generation smartwatches, the mean difference in sleep duration between smartwatch-recorded and participant-reported was 21.22 (Garmin Vívoactive), 11.67 (Garmin Venu 2 Plus), and 6.58 (Garmin Venu 3/3S) minutes, respectively. There were statistically significant between-group differences in mean sleep durations assessed by participant self-report vs. Vívoactive 4 smartwatches, but not self-report vs. Venu 2 Plus or Venu 3/3S smartwatches. Equipercentile linking revealed concordance between smartwatch sleep scores and self-reported sleep quality using the Sleep Quality Scale (SQS) between 4 and 7, with disagreements observed at the SQS ranges from 0–4 and 7-10. Conclusions These results suggest that wearables can reliably measure sleep duration, and future research warrants improvements in algorithms that estimate sleep quality with validations across different wearable vendors.
Moral Distress and Occupational Burnout in US Physicians
Tutty, Michael , Carlasare, Lindsey E. , Sinsky, Christine A. , Trockel, Mickey, Shanafelt, Tait D., Shanafelt, Tait D. , Shanafelt, Tait D , West, Colin P. , Dyrbye, Liselotte N. , Wang, Hanhan , Trockel, Mickey

JAMA Network Open | March 24, 2026 | Volume: 9 | Issue: 3 | Pages: e263161

10.1001/jamanetworkopen.2026.3161 Get It

Importance Exploring the relationship between moral distress and occupational burnout is necessary to understand the association between these constructs. Objective To evaluate moral distress among physicians and US workers, and to explore the association of moral distress with burnout, intent to leave (ITL) current position, and intent to reduce clinical work hours (ITR). Design, Setting, and Participants This cross-sectional national survey study included physicians from all specialties and a probability-based sample of employed nonphysicians. Participants were aged 29 to 65 years. Data were collected between October 19, 2023, and March 5, 2024. Data were analyzed from June 30 to October 20, 2025. Main Outcomes and Measures Moral distress was measured using the Moral Distress Thermometer (MDT, range 0-10), with a high level of moral distress defined by a score of 4 or higher. Burnout was measured using the complete Maslach Burnout Inventory (MBI). Professional fulfillment was measured using the Stanford Professional Fulfillment Index. ITL and ITR were measured using a standardized item with response options of none, slight, moderate, likely, and definitely. Results This survey study included 5741 physicians and 3501 nonphysician US workers. The median (IQR) age of physicians was 53 (44-62), and included 3262 men (58.0%), 2255 women (40.1%), and 107 individuals who responded other (1.9%). The mean (SD) moral distress score for physicians was 3.29 (2.81), with 2243 (39.1%) reporting a high level of moral distress (4 or more considered high). On multivariable analysis, women physicians had higher odds of moral distress (OR, 1.29; 95% CI, 1.12-1.48). Compared with internal medicine subspecialists, emergency medicine physicians (OR, 3.16; 95% CI, 2.27-4.4) and general internal medicine physicians (OR, 1.92; 95% CI, 1.42-2.59) were more likely to report high levels of moral distress. Mean emotional exhaustion and depersonalization scores, as well as the proportion of physicians with burnout, were higher with each 1-point increase in moral distress score. The overall correlation between the emotional exhaustion score and moral distress score was R = 0.55 ( P < .001) while the correlation between the depersonalization score and moral distress score was R = 0.50 ( P < .001). Additionally, 1068 of 3477 physicians (30.7%) with a moral distress score less than 4 had burnout symptoms compared with 1675 of 2231 physicians (75.1%) with scores of 4 or more ( P < .001). The prevalence of ITL and ITR was higher for each 1-point increase in moral distress score. For example, 619 of 3404 physicians (18.2%) with low moral distress reported ITL within 24 months compared with 748 of 2171 (34.5%) among those with high moral distress ( P < .001). Compared with other US workers, physicians had markedly higher odds of experiencing moral distress (OR, 4.40; 95% CI, 3.84-5.06). Conclusion and Relevance In this survey study, moral distress was common among physicians and experienced at higher rates than the general US working population. Understanding the differences between moral distress and burnout may allow organizations to more effectively implement interventions to address both concerns among clinicians.
“It’s such a shock at the beginning”: a multispecialty qualitative interview study exploring first-year resident perspectives on the transition to residency
Wang, Xiao Jing, Kumbamu, Ashok , Dunleavy, Katie A. , White, Jessica D. , Dyrbye, Liselotte N. , An, Leep Hunderfund, Hunderfund, Andrea N. Leep , Wang, Xiao Jing , Wang, Xiao Jing , Leep Hunderfund, Andrea , Dyrbye, Liselotte N , Dunleavy, Katie , White, Jessica D.

Academic Medicine | February 5, 2026 | Volume: 101 | Issue: 2 | Pages: 198-213

10.1093/acamed/wvaf036 Get It

Abstract Purpose This study explores how new residents experienced the transition to residency, examines factors that made the transition process more or less difficult, and identifies potentially modifiable program features that enhanced or would have enhanced transition experiences. Method The authors conducted a qualitative interview study of postgraduate year (PGY) 1 residents in emergency medicine, family medicine, general surgery, internal medicine, obstetrics and gynecology, pediatric and adolescent medicine, and psychiatry at Mayo Clinic sites in Arizona, Florida, Minnesota, and Wisconsin between December 2020 and March 2021. Open-ended questions explored residents’ transition experiences. Interviews were audio-recorded, transcribed, coded inductively, and analyzed iteratively using general thematic analysis from an epistemologically constructivist perspective. Results Forty-five residents (25 women, 20 men) from 12 programs, 7 specialties, and 4 states participated. PGY-1 residents experienced the transition to residency as a confluence of overlapping and interconnected transitions that unfolded over time, spanned multiple life domains, and generated numerous personal and professional demands. Residents appraised demands based on their effects on patient care, professional growth, and personal well-being and struggled when coincident demands forced tradeoffs among these concerns. Residents who experienced many difficulties during the transition to residency reported high demands (eg, due to transition-related discontinuities, depleted resources from prior transitions or a difficult match experience, structural and systemic barriers, coincident personal or situational stressors) and/or fewer resources (eg, insufficient residency or life skills, limited social support, financial strain). Preparedness and supportive relationships eased the transition process. Residency program features that enhanced or would have enhanced the transition experience included monitoring and limiting overall demands, minimizing unhelpful and harmful demands, calibrating constructive demands, and increasing holistic support. Conclusions Study findings illuminate transition experiences of PGY-1 residents, reveal person-centered considerations to inform ongoing improvement efforts, and identify potentially actionable steps programs can take to improve resident transition experiences.
Food Insecurity, Burnout, and Social Isolation Among Resident and Fellow Physicians
Thomas, Larissa R. , Satele, Daniel , Akhtar, Saadia, Ripp, Jonathan , Julian, Katherine A. , Sliwka, Diane, Dyrbye, Liselotte N. , Akhtar, Saadia R. , West, Colin P.

JAMA Network Open | December 17, 2025 | Volume: 8 | Issue: 12 | Pages: e2550044

10.1001/jamanetworkopen.2025.50044 Get It

Importance Little is known about food insecurity (FI) among graduate medical education (GME) trainees or how FI might relate to well-being outcomes in this population. Objectives To assess the prevalence of and factors associated with FI among GME trainees and to investigate the associations of FI with well-being outcomes such as burnout and social isolation in this population. Design, Setting, and Participants In this cross-sectional study, a survey was distributed among 3408 resident and fellow physicians at 4 geographically distinct sites within 2 US academic institutions from May 2 to June 21, 2023. All resident and fellow physicians appointed at both institutions were eligible and were invited by email to participate. Main Outcomes and Measures The primary outcome was prevalence of FI. Measurement instruments included a 2-item FI screening tool, a 2-item measure of burnout, items addressing intent to stay at one’s institution, social isolation, and demographic characteristics. Univariable analysis and multivariable Poisson and linear regression were used to characterize prevalence and factors associated with FI and associations with well-being outcomes and intent to stay at the institution. Results Of those eligible, 1656 residents and fellows participated in the survey (a response rate of 48.6%). Of these respondents, 735 of 1458 (50.4%) who indicated their gender identified as men and 365 of 1402 (26.0%) who indicated their parental status reported having children. Of the 1551 respondents who reported their age, 519 (33.5%) were younger than 30 years, 770 (49.6%) were aged 31 to 35 years, 169 (10.9%) were aged 36 to 40 years, and 53 (3.4%) were older than 40 years. Among 1457 respondents indicating their race and ethnicity, the majority were Asian (310 [21.3%]) or White (654 [44.9%]). The overall prevalence of FI was 13.7%. FI proportions differed across training sites, with higher levels in large metropolitan locations (15.6%, 17.0%, and 21.3% for the 3 sites in large metropolitan areas vs 4.5% for the site in a small metropolitan area; P < .001). There were also differences by postgraduate year (16.9% for postgraduate year 1 vs 10.1% for postgraduate year ≥5; P = .003) and race and ethnicity (22.4% for Black or African American trainees compared with 8.4% for White trainees; P = .04). Those with FI were more likely to experience burnout (adjusted relative risk, 1.37 [95% CI, 1.18-1.60]; P < .001), were less likely to consider remaining at their institution after training (adjusted relative risk, 0.81 [95% CI, 0.68-0.98]; P = .02), and had higher social isolation scores (T-score parameter estimate 2.37 [95% CI, 0.89-3.86]; P = .002). Conclusions and Relevance In this cross-sectional study, nearly 1 in 7 GME trainees screened positive for FI. FI was associated with important well-being outcomes including burnout. These findings suggest that academic medical institutions should pursue systemic solutions to address FI among resident and fellow physicians as a means of supporting their well-being.
Sex-Specific Risks of Occupational Distress in Physicians Compared With the General Population
Shanafelt, Tait D. , Sinsky, Christine A. , Tutty, Michael , Carlasare, Lindsey E. , Trockel, Mickey , Shanafelt, Tait D , Dyrbye, Liselotte N. , Wang, Hanhan , West, Colin P.

JAMA Network Open | October 29, 2025 | Volume: 8 | Issue: 10 | Pages: e2540060

10.1001/jamanetworkopen.2025.40060 Get It

This survey study examines whether disparities in risk of burnout and low satisfaction with work-life integration by sex are similar among physicians compared with US workers in other fields.
Smartwatch Use and Physician Well-Being
Wilton, Angelina R. , Satele, Daniel , Athreya, Arjun P. , Satele, Daniel V, Dyrbye, Liselotte N. , West, Colin P.

JAMA Network Open | August 18, 2025 | Volume: 8 | Issue: 8 | Pages: e2527275

10.1001/jamanetworkopen.2025.27275 Get It

ImportanceBurnout remains prevalent among physicians and can negatively affect quality, safety, and cost of patient care. Few randomized studies on interventions to address burnout have been conducted to date.ObjectiveTo determine whether wearing a smartwatch and having access to its physiological data (eg, sleep, step count, and heart rate) improves physician well-being (and if so, which dimensions of well-being).Design, Setting, and ParticipantsThis randomized clinical trial included physicians at 2 US medical centers (Mayo Clinic and the University of Colorado School of Medicine) who volunteered to wear a provided smartwatch beginning June 7, 2023. The study concluded on June 27, 2024.InterventionSix months of wearing a smartwatch.Main Outcomes and MeasuresBurnout, resilience, quality of life, depressive symptoms, stress, and sleepiness were measured using validated scales. Participants completed electronic surveys at baseline and 3, 6, 9, and 12 months. An intention-to-treat analysis was conducted.ResultsThis study included 184 physicians (mean [SD] age, 37.5 [9.3] years; 107 females [58.8%]). A total of 83 of 183 physicians (45.4%) were residents or fellows, 103 of 184 (56.0%) lived in Colorado, and 99 of 182 (54.4%) worked in non–primary care settings. Baseline levels of well-being across the measured dimensions were similar for the 2 study arms. At 6 months, 35 of 85 physicians (41.2%) in the intervention arm had burnout compared with 46 of 91 (50.5%) in the control arm (P = .21). Mean (SD) resilience scores at 6 months were 31.9 (5.0) and 29.5 (6.2) among physicians in the intervention and control arms, respectively (P = .01). In multivariable analysis adjusting for baseline score, demographics, specialty, and work hours, the prevalence of burnout was lower (odds ratio, 0.46 [95% CI, 0.21-0.99]; P = .046) and mean resilience score was higher (parameter estimate [scale, 0-40], 1.20 points [95% CI, 0.11-2.28 points]; P = .03; Cohen d = 0.17) among physicians in the intervention arm vs the control arm after 6 months.Conclusions and RelevanceIn this randomized clinical trial to evaluate the effect of wearing a smartwatch and having access to its physiological data on physician well-being, physicians who wore a smartwatch experienced improvements in burnout and resilience. Future research should explore whether engagement with smartwatch data leads to actual behavior change (eg, adaptive coping or reflective habits) that reduces burnout risk and enhances resilience.Trial RegistrationClinicalTrials.gov Identifier: NCT05463250