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BACKGROUND: Despite the central role of mixed methods in health research, studies evaluating online methods training in the health sciences are nonexistent. The focused goal was to evaluate online training by comparing the self-rated skills of scholars who experienced an in-person retreat to scholars in an online retreat in specific domains of mixed methods research for the health sciences from 2015-2023. METHODS: The authors administered a scholar Mixed Methods Skills Self-Assessment instrument based on an educational competency scale that included domains on: "research questions," "design/approach," "sampling," "analysis," and "dissemination" to participants of the Mixed Methods Research Training Program for the Health Sciences (MMRTP). Self-ratings on confidence on domains were compared before and after retreat participation within cohorts who attended in person (n = 73) or online (n = 57) as well as comparing across in-person to online cohorts. Responses to open-ended questions about experiences with the retreat were analyzed. RESULTS: Scholars in an interactive program to improve mixed methods skills reported significantly increased confidence in ability to define or explain concepts and in ability to apply the concepts to practical problems, whether the program was attended in-person or synchronously online. Scholars in the online retreat had self-rated skill improvements as good or better than scholars who participated in person. With the possible exception of networking, scholars found the online format was associated with advantages such as accessibility and reduced burden of travel and finding childcare. No differences in difficulty of learning concepts was described. CONCLUSIONS: Keeping in mind that the retreat is only one component of the MMRTP, this study provides evidence that mixed methods training online was associated with the same increases in self-rated skills as persons attending online and can be a key component to increasing the capacity for mixed methods research in the health sciences.
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Educação a Distância , Humanos , Estados Unidos , National Institutes of Health (U.S.) , Avaliação de Programas e Projetos de Saúde , Pesquisa Biomédica/educação , Masculino , FemininoRESUMO
BACKGROUND: Treatment with corticosteroids is common for patients with idiopathic and multiple sclerosis-associated optic neuritis (I/MS-ON). Yet, the Optic Neuritis Treatment Trial and meta-analyses confirm that few patients benefit and that visual benefit is of questionable clinical significance, short-lived, and comes with potential harms. The purpose of this study was to uncover the breadth of factors that underlie clinicians' treatment decisions and determine how these factors may influence corticosteroid use for I/MS-ON. METHODS: We performed semistructured, one-on-one, qualitative interviews with neurologists, neuro-ophthalmologists, and emergency department clinicians at 15 academic and private practices across the United States. The interview guide used the Theoretical Domain Framework and a vignette to explore numerous factors that might influence decision making for definite I/MS-ON. We analyzed transcripts using inductive thematic analysis to generate themes. RESULTS: A total of 22 clinicians were interviewed before thematic saturation was reached: 8 neuro-ophthalmologists, 8 neurologists, and 6 emergency medicine (EM) clinicians (2 physician assistants, 4 physicians). All neuro-ophthalmologists and nearly all neurologists (7 of 8) were aware of risks/benefits of corticosteroid treatment for I/MS-ON. However, neuro-ophthalmologists varied in their corticosteroid treatment recommendation (n = 3 recommended treatment, n = 2 recommended observation, n = 3 recommended shared decision making), whereas all neurologists recommended corticosteroids, indicating that knowledge of corticosteroid risk/benefit alone does not drive decision making. EM clinicians were not aware of risk/benefits of corticosteroid treatment for I/MS-ON and relied on the treatment recommendations of neurologists. Clinicians recommending corticosteroids held personal beliefs that corticosteroids benefit those with worse vision loss, relieve pain, allow earlier return to work, or have easily mitigated side effects. They also perceived that prescribing steroid was the principal method of "doing something," which fit a key provider role. Clinicians who did not recommend corticosteroids or were neutral perceived the risks as nontrivial, considered discussing treatment trade-offs as "doing something" and incorporated patient preferences. CONCLUSIONS: Knowledge of risk/benefits of corticosteroids are necessary but not sufficient for evidence-based I/MS-ON practice. Variation in how clinicians treat patients with acute I/MS-ON is influenced largely by psychosocial factors, such as beliefs about corticosteroid risk/benefit trade-offs and the role of the clinician to provide treatment. Interventions to support evidence-based decision making for I/MS-ON treatment will need to provide risk/benefit information to support clinicians with varying levels of expertise, incorporate patient preference, and normalize the option to observe.
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PURPOSE: High-quality communication is essential to patient-centered care. Existing communication models and research tends to focus on what is said verbally with little attention to nonverbal aspects of communication. In sensitive and emotionally intensive healthcare encounters, such as in cancer care, provider and patient nonverbal behavior may be particularly important for communicating with empathy. Therefore, the aim of this study was to develop a conceptual model of communication that accounts for nonverbal behavior. METHODS: We followed a systematic grounded theory design that involved semi-structured interviews with 23 providers, including nurse practitioners, physicians, surgeons, and physician's assistants. Using constant comparative analysis, we analyzed transcripts and developed a grounded theory model of communication accounting for nonverbal behavior. RESULTS: The major themes included building rapport, gauging how patients will take bad news, ensuring patients' understanding of their conditions, staying honest but hopeful, centering but guiding patient through cancer care, conveying empathy while managing heightened emotions, and ensuring patient understanding. Throughout the process, providers synthesize both verbal and nonverbal information and apply what they learn to future encounters. CONCLUSIONS: The results extend existing models of patient-centered communication and invite communication intervention and research that incorporates nonverbal behavior. The model contributes an understanding of the full process of communication in clinical encounters.
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Empatia , Teoria Fundamentada , Neoplasias , Comunicação não Verbal , Assistência Centrada no Paciente , Relações Médico-Paciente , Humanos , Neoplasias/psicologia , Neoplasias/terapia , Feminino , Masculino , Comunicação , Pessoa de Meia-Idade , AdultoRESUMO
Objectives: People with SSc often experience fatigue, which significantly affects daily life functioning and quality of life. We aimed to explore participants' experiences of a peer health-coached resilience-building energy management to enhance well-being (RENEW) intervention on symptoms and well-being and to use mixed methods to compare how SSc duration influenced the experiences of participants who had clinically significant fatigue improvement vs those who did not. Methods: Semi-structured interviews were conducted with 21 participants from the parent clinical trial randomized to the RENEW intervention. Data were analysed using the rigorous and accelerated data reduction technique combined with thematic content analysis. A mixed methods approach used a joint display to identify themes related to the impact of SSc duration on fatigue improvement status. Participants were categorized into short/improvement, short/limited improvement, long/improvement, and long/limited improvement. Results: Our team generated four themes: participant and peer health-coach relationship, physical and psychological well-being improvement, need for a tailored approach and easy program access through technology. Mixed methods analysis revealed that, regardless of SSc duration, participants with improved fatigue reported increasing self-awareness of SSc-related symptoms and learning coping strategies to manage fatigue. Participants in the short/improvement group reported preferences for slower pacing of the program and pairing with a coach with similar symptom severity. Participants in the long/limited improvement group sought SSc-specific symptom management information. Conclusion: Incorporating peer health coaches and technology is beneficial for self-management interventions for people with SSc. Future tailoring of RENEW based on SSc duration and symptom severity is needed. Clinical trial registration number: clinicatrials.gov, NCT04908943.
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Mixed methods research is a popular approach used to understand persistent and complex problems related to quality and safety, such as reasons why interventions are not implemented as intended or explaining differential outcomes. However, the quality and rigour of mixed methods research proposals and publications often miss opportunities for integration, which is the core of mixed methods. Achieving integration remains challenging, and failing to integrate reduces the benefits of a mixed methods approach. Therefore, the purpose of this article is to guide quality and safety researchers in planning and designing a mixed methods study that facilitates integration. We highlight how meaningful integration in mixed methods research can be achieved by centring integration at the following levels: research question, design, methods, results and reporting and interpretation levels. A holistic view of integration through all these levels will enable researchers to provide better answers to complex problems and thereby contribute to improvement of safety and quality of care.
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Projetos de Pesquisa , Humanos , Segurança do Paciente , Pesquisa sobre Serviços de Saúde , Qualidade da Assistência à SaúdeRESUMO
BACKGROUND: During the COVID-19 pandemic, virtual care expanded rapidly at Michigan Medicine and other health systems. From family physicians' perspectives, this shift to virtual care has the potential to affect workflow, job satisfaction, and patient communication. As clinics reopened and care delivery models shifted to a combination of in-person and virtual care, the need to understand physician experiences with virtual care arose in order to improve both patient and provider experiences. This study investigated Michigan Medicine family medicine physicians' perceptions of virtual care through qualitative interviews to better understand how to improve the quality and effectiveness of virtual care for both patients and physicians. METHODS: We employed a qualitative descriptive design to examine physician perspectives through semistructured interviews. We coded and analyzed transcripts using thematic analysis, facilitated by MAXQDA (VERBI) software. RESULTS: The results of the analysis identified four major themes: (a) chief concerns that are appropriate for virtual evaluation, (b) physician perceptions of patient benefits, (c) focused but contextually enriched patient-physician communication, and (d) structural support needed for high-quality virtual care. CONCLUSIONS: These findings can help further direct the discussion of how to make use of resources to improve the quality and effectiveness of virtual care.
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COVID-19 , Médicos de Família , Pesquisa Qualitativa , Telemedicina , Humanos , Médicos de Família/psicologia , Michigan , Atitude do Pessoal de Saúde , Relações Médico-Paciente , SARS-CoV-2 , Feminino , Masculino , Comunicação , Medicina de Família e Comunidade , Entrevistas como AssuntoRESUMO
Objective: Examine the association between traditional Medicare (TM) vs. commercial insurance and the use of preventive care and potentially preventable hospitalization (PPH) among adults (18+) with disability [cerebral palsy/spina bifida (CP/SB); multiple sclerosis (MS); traumatic spinal cord injury (TSCI)] in the United States. Methods: Using 2008-2016 Medicare and commercial claims data, we compared adults with the same disability enrolled in TM vs. commercial insurance [Medicare: n = 21,599 (CP/SB); n = 7,605 (MS); n = 4,802 (TSCI); commercial: n = 11,306 (CP/SB); n = 6,254 (MS); n = 5,265 (TSCI)]. We applied generalized estimating equations to address repeated measures, comparing cases with controls. All models were adjusted for age, sex, race/ethnicity, and comorbid conditions. Results: Compared with commercial insurance, enrolling in TM reduced the odds of using preventive services. For example, adjusted odds ratios (OR) of annual wellness visits in TM vs. commercial insurance were 0.31 (95% confidence interval (CI): 0.28-0.34), 0.32 (95% CI: 0.28-0.37), and 0.19 (95% CI: 0.17-0.22) among adults with CP/SB, TSCI, and MS, respectively. Furthermore, PPH risks were higher in TM vs. commercial insurance. ORs of PPH in TM vs. commercial insurance were 1.50 (95% CI: 1.18-1.89), 1.83 (95% CI: 1.40-2.41), and 2.32 (95% CI: 1.66-3.22) among adults with CP/SB, TSCI, and MS, respectively. Moreover, dual-eligible adults had higher odds of PPH compared with non-dual-eligible adults [CP/SB: OR = 1.47 (95% CI: 1.25-1.72); TSCI: OR = 1.61 (95% CI: 1.35-1.92), and MS: OR = 1.80 (95% CI: 1.55-2.10)]. Conclusions: TM, relative to commercial insurance, was associated with lower receipt of preventive care and higher PPH risk among adults with disability.
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INTRODUCTION: Many febrile neutropenia (FN) episodes are low risk (LR) for severe outcomes and can safely receive less aggressive management and early hospital discharge. Validated risk tools are recommended by the Children's Oncology Group to identify LR FN episodes. However, the complex dynamics of early hospital discharge and burdens faced by caregivers associated with the FN episode have been inadequately described. METHODS: An adapted quality-of-life (QoL) survey instrument was administered by a convergent mixed methods design; qualitative and quantitative data from two sources, the medical record and the mixed methods survey instrument, were independently analyzed prior to linkage and integration. Code book was informed by conceptual framework; open coding was used. Mixed methods analysis used joint display of results to determine meta-inferences. RESULTS: Twenty-eight patient-caregiver dyads participated with a response rate of 87%. Of the 27 FN episodes, 51.8% (14/27) were LR and 40.7% (11/27) had an early hospital discharge. The LR and early hospital discharge groups had higher mean QoL scores comparatively. Meta-inferences are reciprocal influencers and expand the complex situation; FN negatively affects the entire family, and the benefits of hospital management were outweighed by risks and worsened symptoms, so an individualized approach to management and care at home was preferred. CONCLUSION: Early discharge of LR FN episodes positively impacts QoL, yet risk-stratified management for FN is intricately complex. Optimal FN management should prioritize the patient's overall health; shared decision-making is recommended and can improve care delivery. These results should be confirmed in a larger, more heterogeneous population.
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Neutropenia Febril , Neoplasias , Criança , Humanos , Qualidade de Vida , Alta do Paciente , Hospitais , Neutropenia Febril/etiologia , Neutropenia Febril/terapia , Neoplasias/complicaçõesRESUMO
Integrating philosophical or paradigmatic dimensions in mixed methods research studies facilitates the development of stronger meta-inferences. The transformative paradigm and the explanatory sequential mixed methods design share a focus on developing sampling criteria, but with different priorities. This article contributes to the field of mixed methods research by presenting a method of integrating transformative sampling considerations in explanatory sequential designs through a participant selection joint display. The approach presented addresses concerns regarding transparency of research decisions in mixed methods studies, while providing a method of centering the transformative paradigm in mixed methods integration procedures.
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BACKGROUND: The HEARTS technical package was developed by the World Health Organization to address the implementation gap in cardiovascular disease prevention in low- and middle-income countries. Guatemala is a middle-income country that is currently implementing HEARTS. National authorities in Guatemala are interested in exploring how hypertension and diabetes management can be integrated in HEARTS implementation. The objective of this study is to conduct a feasibility and acceptability pilot trial of integrated hypertension and diabetes management based on HEARTS in the publicly funded primary care system in Guatemala. METHODS: A single-arm pilot trial for 6 months will be carried out in 11 Ministry of Health primary care facilities starting in September 2023. A planned sample of 100 adult patients diagnosed with diabetes (n = 45), hypertension (n = 45), or both (n = 10) will be enrolled. The intervention will consist of HEARTS-aligned components: Training health workers on healthy-lifestyle counseling and evidence-based treatment protocols, strengthening access to medications and diagnostics, training on risk-based cardiovascular disease management, team-based care and task sharing, and systems monitoring and feedback, including implementation of a facility-based electronic monitoring tool at the individual level. Co-primary outcomes of feasibility and acceptability will be assessed using an explanatory sequential mixed-methods design. Secondary outcomes include clinical effectiveness (treatment with medication, glycemic control, and blood pressure control), key implementation outcomes (adoption, fidelity, usability, and sustainability), and patient-reported outcome measures (diabetes distress, disability, and treatment burden). Using an implementation mapping approach, a Technical Advisory Committee will develop implementation strategies for subsequent scale-up planning. DISCUSSION: This trial will produce evidence on implementing HEARTS-aligned hypertension and diabetes care in the MOH primary care system in Guatemala. Results also will inform future HEARTS projects in Guatemala and other low- and middle-income countries. TRIAL REGISTRATION: ClinicalTrials.gov ID NCT06080451. The trial was prospectively registered on October 12, 2023.
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The nature of the review of local context by institutional review boards (IRBs) is vague. Requirements for single IRB review of multicenter trials create a need to better understand interpretation and implementation of local-context review and how to best implement such reviews centrally. We sought a pragmatic understanding of IRB local-context review by exploring stakeholders' attitudes and perceptions. Semistructured interviews with 26 IRB members and staff members, institutional officials, and investigators were integrated with 80 surveys of similar stakeholders and analyzed with qualitative theme-based text analysis and descriptive statistical analysis. Stakeholders described what they considered to be local context, the value of local-context review, and key processes used to implement review of local context in general and for emergency research conducted with an exception from informed consent. Concerns and potential advantages of centralized review of local context were expressed. Variability in perspectives suggests that local-context review is not a discrete process, which presents opportunities for defining pathways for single IRB review.
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Comitês de Ética em Pesquisa , Consentimento Livre e Esclarecido , Humanos , Inquéritos e Questionários , Projetos de Pesquisa , AtitudeRESUMO
During midlife (ages 40-60), women experience myriad changes that elevate their risk for cardiovascular disease (CVD), including decreased physical activity (PA). Women cite lack of social support for PA and lack of active peers who can serve as role models as key barriers. Digital tools such as web applications can provide exposure to these social inputs; they are also accessible in daily life and require modest time investment. However, as few tools have been designed to meet the unique needs of women in midlife with CVD risk, our research team previously built a web application that is tailored for this population. In the present study, we used a convergent mixed methods design to develop a deep understanding of the feasibility, usability, and acceptability of this web application in a sample of identified end users. Participants (N = 27, MAge = 53 years, MBMI = 32.6â kg/m2) used the web application at the start of each day for 7 days and completed a 1-hour qualitative interview at the end of this test period. Integration of findings from two-level multilevel models (quantitative) and thematic analysis (qualitative) indicated support for the feasibility, usability, and acceptability of the new web application among women in midlife with CVD risk conditions and identified critical opportunities for improving the user experience. Findings also speak to the utility of options for content selection that can meet women's needs in daily life and highlight women's desire for PA resources that prioritize their perspectives.
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INTRODUCTION: Flooding represents a significant health risk to residents of states bordering the Missouri and Missis-sippi Rivers. In Nebraska and Iowa, nearly 280,000 individuals live in floodplains that put them at higher risk for expe-riencing a flood. In Nebraska, 8.60 percent of residents live within floodplains, while in Iowa, 3.83 percent of residents live in floodplains.1 Flooding poses immediate risks including injury and loss of life, but it additionally threatens long-er-term impacts due to increased exposure to environmental health risks and damage to physical and social infrastruc-ture.2,3 Health education interventions depend on risk communication based on accurate knowledge of the health beliefs of at-risk individuals. This paper outlines the development of a survey instrument designed to solicit flooding health beliefs of individuals living in river flood zones. METHODS: This study developed the survey instrument through a series of revisions designed to increase the con-struct validity of the data collected. These steps included item sourcing and modification, expert review, and cognitive interviewing. Content for the initial survey draft was sourced from existing flood risk survey instruments and other standardized demographic surveys.4-8 This study then validated the instrument through sequential expert review and cognitive interviewing, collecting and conducting qualitative analysis of data collected through each phase. RESULTS: Themes from the expert review include (1) improvement of the user experience through revision of re-sponse categories and removal of unnecessary structural elements, (2) improvement of construct representativity through attentiveness to existing flood preparedness policies in the Heartland, and (3) streamlining of data analysis through revision and clarification of item prompts and responses. Themes from the cognitive interviewing include (1) the addition of items soliciting respondents' awareness of their flood risk as well as open-ended items soliciting respond-ents' existing personal flood plan components, (2) revision of existing demographic items to solicit respondents' esti-mated-rather than exact-household income, and (3) clarification of our definition of a flooding event. DISCUSSION: This study adapted existing survey items into an instrument designed to gather data on respondents' flood health beliefs and relevant demographic characteristics, producing a developed instrument that can be used to measure a population's flood health beliefs with reasonable evidence of validity. This instrument may be further tested by gathering baseline data and conducting psychometric testing to determine which items wield significant influence over respondents' decision to develop a personal or household flood plan.9 Additionally, this study provides a model for risk communication professionals seeking to adapt existing survey items to develop instruments designed to gather data on locally relevant health outcomes.10.
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Inundações , Rios , Humanos , Inquéritos e Questionários , Psicometria , NebraskaRESUMO
BACKGROUND: Out-of-hospital cardiac arrest (OHCA) affects over 300,000 individuals per year in the United States with poor survival rates overall. A remarkable 5-fold difference in survival-to-hospital discharge rates exist across United States communities. METHODS: We conducted a study using qualitative research methods comparing the system of care across sites in Michigan communities with varying OHCA survival outcomes, as measured by return to spontaneous circulation with pulse upon emergency department arrival. RESULTS: Major themes distinguishing higher performing sites were (1) working as a team, (2) devoting resources to coordination across agencies, and (3) developing a continuous quality improvement culture. These themes spanned the chain of survival framework for OHCA. By examining the unique processes, procedures, and characteristics of higher- relative to lower-performing sites, we gleaned lessons learned that appear to distinguish higher performers. The higher performing sites reported being the most collaborative, due in part to facilitation of system integration by progressive leadership that is willing to build bridges among stakeholders. CONCLUSIONS: Based on the distinguishing features of higher performing sites, we provide recommendations for toolkit development to improve survival in prehospital systems of care for OHCA.
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Reanimação Cardiopulmonar , Serviços Médicos de Emergência , Parada Cardíaca Extra-Hospitalar , Humanos , Estados Unidos/epidemiologia , Reanimação Cardiopulmonar/métodos , Parada Cardíaca Extra-Hospitalar/terapia , Melhoria de Qualidade , Serviço Hospitalar de EmergênciaRESUMO
BACKGROUND: The COVID-19 pandemic resulted in rapid changes in how patient care was provided, particularly through the expansion of telehealth and audio-only phone-based care. OBJECTIVE: The goal of this study was to evaluate inequities in video and audio-only care during various time points including the initial wave of the COVID-19 pandemic, later stages of the pandemic, and a historical control. We sought to understand the characteristics of care during this time for a variety of different groups of patients that may experience health care inequities. METHODS: We conducted a retrospective analysis of electronic health record (EHR) data from encounters from 34 family medicine and internal medicine primary care clinics in a large, Midwestern health system, using a repeated cross-sectional, observational study design. These data included patient demographic data, as well as encounter, diagnosis, and procedure records. Data were obtained for all in-person and telehealth encounters (including audio-only phone-based care) that occurred during 3 separate time periods: an initial COVID-19 period (T2: March 16, 2020, to May 3, 2020), a later COVID-19 period (T3: May 4, 2020, to September 30, 2020), and a historical control period from the previous year (T1: March 16, 2019, to September 30, 2019). Primary analysis focused on the status of each encounter in terms of whether it was completed as scheduled, it was canceled, or the patient missed the appointment. A secondary analysis was performed to evaluate the likelihood of an encounter being completed based on visit modality (phone, video, in-person). RESULTS: In total, there were 938,040 scheduled encounters during the 3 time periods, with 178,747 unique patients, that were included for analysis. Patients with completed encounters were more likely to be younger than 65 years old (71.8%-74.1%), be female (58.8%-61.8%), be White (75.6%-76.7%), and have no significant comorbidities (63.2%-66.8%) or disabilities (53.2%-61.1%) in all time periods than those who had only canceled or missed encounters. Effects on different subpopulations are discussed herein. CONCLUSIONS: Findings from this study demonstrate that primary care utilization across delivery modalities (in person, video, and phone) was not equivalent across all groups before and during the COVID-19 pandemic and different groups were differentially impacted at different points. Understanding how different groups of patients responded to these rapid changes and how health care inequities may have been affected is an important step in better understanding implementation strategies for digital solutions in the future.
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Acessibilidade aos Serviços de Saúde , Atenção Primária à Saúde , Telemedicina , Idoso , Feminino , Humanos , COVID-19/epidemiologia , Estudos Transversais , Pandemias , Estudos Retrospectivos , Atenção à SaúdeRESUMO
BACKGROUND: Virtual care expanded rapidly during the COVID-19 pandemic, and how this shift affected healthcare disparities among subgroups of patients is of concern. Racial and ethnic minorities, older adults, individuals with less education, and lower-income households have lower rates of home broadband, smartphone ownership, and patient portal adoption, which may directly affect access to virtual care. Because primary care is a major access point to healthcare, perspectives of primary care providers are critical to inform the implementation of equitable virtual care. OBJECTIVE: The aim of this mixed methods study was to explore primary care physician experiences and perceptions of barriers and facilitators to equitable virtual care. DESIGN: We used an explanatory sequential mixed methods design, which consists of first collecting and analyzing quantitative survey data, then using those results to inform a qualitative follow-up phase to explain and expand on results. PARTICIPANTS: Primary care physicians in a family medicine department at an academic medical center responded to surveys (n = 38) and participated in interviews (n = 16). APPROACH: Participants completed a survey concerning frequency and preferences about video visits, pros and cons of video visits, communication aspects, and sufficiency of the technology. A purposeful sample of participants completed semi-structured interviews about their virtual care experiences with a focus on equity for subpopulations. KEY RESULTS: The results indicated that physicians have observed equity issues for unique patient populations. The results add to the understanding of nuanced ways in which virtual care can increase and decrease healthcare access for unique populations. Patients with limited English proficiency were particularly affected by inequity in virtual care access. CONCLUSION: Additional research and interventions are needed to improve portal access for those with limited English proficiency. Improvements should focus on health system interventions that expand access without requiring increased patient burden.
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Introduction: Developing and implementing a wellness curriculum in a family medicine residency program is a complex process. We developed and implemented a new wellness curriculum in line with the national wellness conversation with a focus on the allocation of dedicated resources, the use of evidence-informed interventions, and the goal to be responsive to the feedback of both residents and residency leadership. Our research aim was to better understand the complexity of wellness curriculum implementation with a focus on identification of challenges to implementation. Methods: We developed a wellness program with structured curricular elements initially focused on evidence-informed skill development that iterated after year 1 to include more process-oriented elements. For the years 2016-2019 we collected and analyzed qualitative, open-ended survey questions, anonymous resident curriculum feedback, and faculty observation forms to assess resident and faculty perspectives on the new curriculum. Results: One hundred eighty-three survey invitations were sent with 122 total responses (66.7% response rate). Forty-eight of 56 residents responded to at least one survey. We analyzed responses along with the additional qualitative data that revealed several themes impacting the work of residency wellness curriculum implementation. These included how to manage curricular time, where the locus of control for the curricular content resides, and how residents and faculty differ in their definitions of wellness. Conclusions: We believe programs will be well positioned if they further investigate the complex structures at play that influence residency wellness, including both systemic factors and individual and community level interventions, and design curriculum that is well-defined, includes essential elements, and is informed by resident participation.
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BACKGROUND: Binge eating (BE), characterized by eating a large amount of food accompanied by a sense of loss of control over eating, is a public health crisis. Negative affect is a well-established antecedent for BE. The affect regulation model of BE posits that elevated negative affect increases momentary risk for BE, as engaging in BE alleviates negative affect and reinforces the behavior. The eating disorder field's capacity to identify moments of elevated negative affect, and thus BE risk, has exclusively relied on ecological momentary assessment (EMA). EMA involves the completion of surveys in real time on one's smartphone to report behavioral, cognitive, and emotional symptoms throughout the day. Although EMA provides ecologically valid information, EMA surveys are often delivered only 5-6 times per day, involve self-report of affect intensity only, and are unable to assess affect-related physiological arousal. Wearable, psychophysiological sensors that measure markers of affect arousal including heart rate, heart rate variability, and electrodermal activity may augment EMA surveys to improve accurate real-time prediction of BE. These sensors can objectively and continuously measure biomarkers of nervous system arousal that coincide with affect, thus allowing them to measure affective trajectories on a continuous timescale, detect changes in negative affect before the individual is consciously aware of them, and reduce user burden to improve data completeness. However, it is unknown whether sensor features can distinguish between positive and negative affect states, given that physiological arousal may occur during both negative and positive affect states. OBJECTIVE: The aims of this study are (1) to test the hypothesis that sensor features will distinguish positive and negative affect states in individuals with BE with >60% accuracy and (2) test the hypothesis that a machine learning algorithm using sensor data and EMA-reported negative affect to predict the occurrence of BE will predict BE with greater accuracy than an algorithm using EMA-reported negative affect alone. METHODS: This study will recruit 30 individuals with BE who will wear Fitbit Sense 2 wristbands to passively measure heart rate and electrodermal activity and report affect and BE on EMA surveys for 4 weeks. Machine learning algorithms will be developed using sensor data to distinguish instances of high positive and high negative affect (aim 1) and to predict engagement in BE (aim 2). RESULTS: This project will be funded from November 2022 to October 2024. Recruitment efforts will be conducted from January 2023 through March 2024. Data collection is anticipated to be completed in May 2024. CONCLUSIONS: This study is anticipated to provide new insight into the relationship between negative affect and BE by integrating wearable sensor data to measure affective arousal. The findings from this study may set the stage for future development of more effective digital ecological momentary interventions for BE. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/47098.
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BACKGROUND: Communication is a critical component of the patient-provider relationship; however, limited research exists on the role of nonverbal communication. Virtual human training is an informatics-based educational strategy that offers various benefits in communication skill training directed at providers. Recent informatics-based interventions aimed at improving communication have mainly focused on verbal communication, yet research is needed to better understand how virtual humans can improve verbal and nonverbal communication and further elucidate the patient-provider dyad. OBJECTIVE: The purpose of this study is to enhance a conceptual model that incorporates technology to examine verbal and nonverbal components of communication and develop a nonverbal assessment that will be included in the virtual simulation for further testing. METHODS: This study will consist of a multistage mixed methods design, including convergent and exploratory sequential components. A convergent mixed methods study will be conducted to examine the mediating effects of nonverbal communication. Quantitative (eg, MPathic game scores, Kinect nonverbal data, objective structured clinical examination communication score, and Roter Interaction Analysis System and Facial Action Coding System coding of video) and qualitative data (eg, video recordings of MPathic-virtual reality [VR] interventions and student reflections) will be collected simultaneously. Data will be merged to determine the most crucial components of nonverbal behavior in human-computer interaction. An exploratory sequential design will proceed, consisting of a grounded theory qualitative phase. Using theoretical, purposeful sampling, interviews will be conducted with oncology providers probing intentional nonverbal behaviors. The qualitative findings will aid the development of a nonverbal communication model that will be included in a virtual human. The subsequent quantitative strand will incorporate and validate a new automated nonverbal communication behavior assessment into the virtual human simulation, MPathic-VR, by assessing interrater reliability, code interactions, and dyadic data analysis by comparing Kinect responses (system recorded) to manually scored records for specific nonverbal behaviors. Data will be integrated using building integration to develop the automated nonverbal communication behavior assessment and conduct a quality check of these nonverbal features. RESULTS: Secondary data from the MPathic-VR randomized controlled trial data set (210 medical students and 840 video recordings of interactions) were analyzed in the first part of this study. Results showed differential experiences by performance in the intervention group. Following the analysis of the convergent design, participants consisting of medical providers (n=30) will be recruited for the qualitative phase of the subsequent exploratory sequential design. We plan to complete data collection by July 2023 to analyze and integrate these findings. CONCLUSIONS: The results from this study contribute to the improvement of patient-provider communication, both verbal and nonverbal, including the dissemination of health information and health outcomes for patients. Further, this research aims to transfer to various topical areas, including medication safety, informed consent processes, patient instructions, and treatment adherence between patients and providers. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/46601.