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BACKGROUND: Regular physical activity is associated with improved quality of life in patients with inflammatory bowel diseases (IBDs), although much of the existing research is based on self-reported data. Wearable devices provide objective data on many rich physical activity dimensions including steps, duration, distance, and intensity. Little is known about how patients with IBDs engage in these varying dimensions of exercise and how it may influence their symptom and disease-specific patient-reported outcomes (PROs). OBJECTIVE: This study aims to (1) cluster physical activity patterns from consumer-grade wearable devices and (2) assess the relationship between the clusters and PROs in patients with IBDs. METHODS: We conducted a cross-sectional and longitudinal cohort study among adults with IBDs in the Crohn's and Colitis Foundation IBD Partners cohort. Participants contribute physical activity data through smartphone apps or wearable devices in a bring-your-own-device model. Participants also complete biannual PRO questionnaires from the Patient-Reported Outcomes Measurement Information System short forms and IBD-specific questionnaires. K-means cluster analysis was used to generate physical activity clusters based on 3 key features: number of steps, duration of moderate to vigorous activity (minutes), and distance of activity (miles). Based on the clusters, we conducted a cross-sectional analysis to examine differences in mean questionnaire scores and participant characteristics using one-way ANOVA and chi-square tests. We also conducted a longitudinal analysis to examine individual cluster transitions among participants who completed multiple questionnaires, and mean differences in questionnaire scores were compared using 2-tailed paired sample t tests across 6-month periods. RESULTS: Among 430 participants comprising 1255 six-week physical activity periods, we identified clusters of low (33.7%, n=423), moderate (46%, n=577), and high (20.3%, n=255) physical activity. Scores varied across clusters for depression (P=.004), pain interference (P<.001), fatigue (P<.001), sleep disturbance (P<.001), social satisfaction (P<.001), and short Crohn Disease Activity Index (P<.001), with those in the low activity cluster having the worst scores. Sociodemographic characteristics also differed, and those with low physical activity were older (P=.002), had higher BMIs (P<.001), and had longer disease durations (P=.02) compared to other clusters. Among 246 participants who completed at least 2 consecutive questionnaires consisting of 726 questionnaire periods, 67.8% (n=492) remained in the same cluster, and only 1.2% (n=9) moved to or from the furthest clusters of low and high activity across 6-month periods. CONCLUSIONS: For patients with IBDs, there were positive associations between physical activity and PROs related to disease activity and psychosocial domains. Physical activity patterns mostly did not fluctuate over time, suggesting little variation in exercise levels in the absence of an intervention. The use of real-world data to identify subgroups with similar lifestyle behaviors could be leveraged to develop targeted interventions that provide support for psychosocial symptoms and physical activity for personalized IBD care.
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Exercício Físico , Doenças Inflamatórias Intestinais , Medidas de Resultados Relatados pelo Paciente , Telemedicina , Humanos , Masculino , Doenças Inflamatórias Intestinais/psicologia , Doenças Inflamatórias Intestinais/fisiopatologia , Doenças Inflamatórias Intestinais/terapia , Exercício Físico/psicologia , Feminino , Estudos Transversais , Análise por Conglomerados , Adulto , Pessoa de Meia-Idade , Estudos Longitudinais , Telemedicina/estatística & dados numéricos , Qualidade de Vida , Dispositivos Eletrônicos Vestíveis , Inquéritos e QuestionáriosRESUMO
STUDY OBJECTIVE: An incidental finding is defined as a newly discovered mass or lesion detected on imaging performed for an unrelated reason. The identification of an incidental finding may be an opportunity for the early detection of a serious medical condition, including a malignancy. However, little is known about the prevalence of incidental findings in the emergency department (ED) setting and the strategies that can be used to mitigate the risk associated with them in the ED. This study aimed to estimate the overall prevalence of incidental findings and to summarize the currently described measures to mitigate the risks associated with incidental findings. METHODS: On November 22, 2020, a systematic literature search of PubMed, EMBASE, and Scopus was performed for studies that were published in peer-reviewed journals and reported the prevalence of incidental findings in computed tomography (CT) scans in patients in the ED. Patients who received CT scans that included the head, neck, chest, or abdomen/pelvis were included. The study characteristics, overall prevalence of incidental findings, prevalence of incidental findings by body region, and prespecified subgroups were extracted. The criteria used for risk stratification within individual studies were also extracted. Pooled estimates were calculated using a random-effects meta-analysis. RESULTS: A total of 1,385 studies were identified, and 69 studies met the inclusion criteria. The included studies represented 147,763 ED encounters or radiology reports across 16 countries, and 83% of studies were observational, cross-sectional studies. A total of 35 studies (50.7%) were in trauma patients. A large degree of heterogeneity was observed across the included studies. The overall pooled prevalence estimate for any incidental finding was 31.3% (95% confidence interval 24.4% to 39.1%). We found great variation in the methods described to mitigate the risk associated with incidental findings, including a lack of standardized risk stratification, inconsistent documentation practices, and only a small subset of studies describing prospective interventions aimed at improving the recognition and management of incidental findings from the ED. CONCLUSION: In patients in the ED receiving CT scans, incidental findings are commonly encountered across a broad range of ED chief complaints. This review highlights the existence of great heterogeneity in the definitions used to classify incidental findings. Future studies are needed to determine a clinically feasible categorization standard or terminology for commonly encountered incidental findings in the ED setting to standardize classification and documentation.
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Achados Incidentais , Radiologia , Estudos Transversais , Serviço Hospitalar de Emergência , Humanos , Estudos Prospectivos , Tomografia Computadorizada por Raios XRESUMO
PURPOSE: Electronic patient-reported outcomes (ePROs) are increasingly being used for symptom monitoring during routine cancer care, but have rarely been evaluated in diverse patient populations. We assessed ePRO user experiences and perceived value among Black and White cancer patients. METHODS: We recruited 30 Black and 49 White bladder and prostate cancer patients from a single institution. Participants reported symptoms using either a web-based or automated telephone interface over 3 months and completed satisfaction surveys and qualitative interviews focused on user experiences and value. Using a narrative mixed methods approach, we evaluated overall and race-specific differences in ePRO user experiences and perceived value. RESULTS: Most participants selected the web-based system, but Blacks were more likely to use the automated telephone-based system than Whites. In satisfaction surveys, Whites more commonly reported ease in understanding and reporting symptoms compared with Blacks. Blacks more often reported that the ePRO system was helpful in facilitating symptom-related discussions with clinicians. During interviews, Blacks described how the ePRO helped them recognize symptoms, while Whites found value in better understanding and tracking symptoms longitudinally. Blacks also expressed preferences for paper-based ePRO options due to perceived ease in better understanding of symptom items. CONCLUSION: Electronic patient-reported outcomes are perceived as valuable for variable reasons by Black and White cancer populations, with greater perceived value for communicating with clinicians reported among Blacks. To optimize equitable uptake of ePROs, oncology practices should offer several ePRO options (e.g., web-based, phone-based), as well as paper-based options, and consider the e-health literacy needs of patients during implementation.
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Neoplasias da Próstata , Bexiga Urinária , Eletrônica , Humanos , Masculino , Medidas de Resultados Relatados pelo Paciente , Qualidade de Vida/psicologia , Fatores RaciaisRESUMO
CONTEXT: Impostor syndrome (IS) is increasingly recognised as a condition among physicians and physicians in training. Impostor syndrome is especially problematic because of its association with increased rates of burnout and suicide. In order to address this issue, we need to fully understand its prevalence, scope, and factors associated with IS. The purpose of this scoping review is to analyse the existing literature on IS among practising physicians and physicians in training in order to identify current trends and directions for future research. METHODS: The authors conducted a literature search of nine databases for any articles on IS among practising physicians or physicians in training published prior to January 2019. Two reviewers independently screened articles and identified 18 papers meeting the study inclusion criteria. Two authors independently extracted data and performed quantitative and qualitative syntheses consistent with best practice recommendations for scoping reviews. RESULTS: Most studies utilised the Clance Impostor Phenomenon Scale and cited rates of IS ranging from 22% to 60%. Studies found that gender, low self-esteem and institutional culture were associated with higher rates of IS, whereas social support, validation of success, positive affirmation, and both personal and shared reflections were protective. Overall, IS was also associated with higher rates of burnout. CONCLUSIONS: This review summarises the existing literature on IS among practising physicians and physicians in training, providing valuable insights and areas for future research.
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Transtornos de Ansiedade/epidemiologia , Esgotamento Profissional , Educação Médica , Internato e Residência , Médicos/psicologia , Humanos , Autoimagem , Fatores Sexuais , Apoio Social , Estudantes de Medicina/psicologiaRESUMO
STUDY OBJECTIVE: Previous work shows that emergency medicine attending physicians have higher-than-average rates of burnout. Preliminary data suggest that emergency medicine residents are also at risk for burnout. The objective of this study was to conduct the first national survey assessment of US emergency medicine residents to determine the prevalence of burnout. METHODS: This prospective 2017 National Emergency Medicine Resident Wellness Survey study was conducted through the Wellness Think Tank, whereby emergency medicine residents from 247 residencies across the United States were invited to participate in a national survey. The primary measure of burnout was the Maslach Burnout Inventory-Human Services Survey. In accordance with others' work, "burnout" was defined as a dichotomous variable represented by high levels of emotional exhaustion or depersonalization. Because of interpretative variability with the survey tool, we also calculated burnout rates by using a more restrictive definition and a more inclusive definition that have been reported in the literature. RESULTS: Surveys were completed by 1,522 residents (21.1% of all US emergency medicine residents), representing 193 of 247 US emergency medicine residency programs (78.1%). Within this sample, the prevalence of burnout was 76.1% (95% confidence interval 74.0% to 78.3%). With alternative definitions applied, burnout prevalence rates for this same sample were 18.2% (95% confidence interval 16.3% to 20.1%) with the more restrictive definition and 80.9% (95% confidence interval 78.9% to 82.9%) with the more inclusive definition. CONCLUSION: The majority of US emergency medicine residents responding to this survey reported symptoms consistent with burnout, highlighting that physician burnout in the emergency medicine profession seems to begin as early as residency training. These findings may provide a baseline against which future work can be compared.
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Esgotamento Profissional/epidemiologia , Medicina de Emergência , Doenças Profissionais/epidemiologia , Saúde Ocupacional , Adulto , Esgotamento Profissional/psicologia , Feminino , Inquéritos Epidemiológicos , Humanos , Internato e Residência , Masculino , Pessoa de Meia-Idade , Doenças Profissionais/psicologia , Prevalência , Estudos Prospectivos , Estados Unidos/epidemiologiaRESUMO
BACKGROUND: Poor medication adherence is common; however, few mechanisms exist in clinical practice to monitor how patients take medications in outpatient settings. OBJECTIVE: This study aimed to pilot test the Electronic Medication Complete Communication (EMC2) strategy, a low-cost, sustainable approach that uses functionalities within the electronic health record to promote outpatient medication adherence and safety. METHODS: The EMC2 strategy was implemented in 2 academic practices for 14 higher-risk diabetes medications. The strategy included: (1) clinical decision support alerts to prompt provider counseling on medication risks, (2) low-literacy medication summaries for patients, (3) a portal-based questionnaire to monitor outpatient medication use, and (4) clinical outreach for identified concerns. We recruited adult patients with diabetes who were prescribed a higher-risk diabetes medication. Participants completed baseline and 2-week interviews to assess receipt of, and satisfaction with, intervention components. RESULTS: A total of 100 patients were enrolled; 90 completed the 2-week interview. Patients were racially diverse, 30.0% (30/100) had a high school education or less, and 40.0% (40/100) had limited literacy skills. About a quarter (28/100) did not have a portal account; socioeconomic disparities were noted in account ownership by income and education. Among patients with a portal account, 58% (42/72) completed the questionnaire; 21 of the 42 patients reported concerns warranting clinical follow-up. Of these, 17 were contacted by the clinic or had their issue resolved within 24 hours. Most patients (33/38, 89%) who completed the portal questionnaire and follow-up interview reported high levels of satisfaction (score of 8 or greater on a scale of 1-10). CONCLUSIONS: Findings suggest that the EMC2 strategy can be reliably implemented and delivered to patients, with high levels of satisfaction. Disparities in portal use may restrict intervention reach. Although the EMC2 strategy can be implemented with minimal impact on clinic workflow, future trials are needed to evaluate its effectiveness to promote adherence and safety.
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Sistemas de Apoio a Decisões Clínicas/normas , Diabetes Mellitus/tratamento farmacológico , Registros Eletrônicos de Saúde/normas , Idoso , Feminino , Humanos , Estudos Longitudinais , Masculino , Adesão à Medicação , Pessoa de Meia-Idade , Projetos PilotoRESUMO
BACKGROUND: To build a Patient-Powered Research Networks (PPRN) that prioritizes the needs of its members who have inflammatory bowel diseases (IBD), we sought to better understand patients' preferences for what are the essential features that will facilitate and sustain engagement. METHODS: We conducted a two-phase qualitative study. Seven focus groups involving 62 participants with IBD were conducted (phase 1). Focus group results informed the phase 2 cognitive interviews, which included 13 phone interviews. Topics included experiences with IBD and research, PPRN engagement, patient-generated health data, and resources/tools to facilitate self-management. All focus groups and interviews were digitally recorded, transcribed verbatim, and analyzed in ATLAS.ti 7.5. Thematic categories were derived from the data, and codes were grouped into emergent themes and relationships. RESULTS: Four major themes emerged through inductive coding: (1) the impact of knowing; (2) participation barriers and challenges; (3) engagement and collaboration; and (4) customizable patient portal features/functionalities. Participants were motivated to participate in the PPRN because the knowledge gained from research studies would benefit both society and the individual. Main concerns included credibility of online resources, pharmaceutical industry profiting from their data, data security, and participation expectations. Participants wanted a true and equal partnership in every phase of building a PPRN. Participants felt it was important to have access to personal health records and be able to track health status and symptoms. CONCLUSION: Partnering with participants throughout PPRN development was critical to understanding the needs and preferences of patients with IBDs and for shaping engagement strategies and the portal's design.
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Colite Ulcerativa/terapia , Pesquisa Comparativa da Efetividade/organização & administração , Doença de Crohn/terapia , Avaliação de Resultados da Assistência ao Paciente , Participação do Paciente/estatística & dados numéricos , Assistência Centrada no Paciente/organização & administração , Colite Ulcerativa/psicologia , Relações Comunidade-Instituição , Doença de Crohn/psicologia , Humanos , Projetos de Pesquisa , Participação dos Interessados , Estados UnidosRESUMO
Background: Gender disparities in emergency medicine (EM) persist, with women underrepresented in leadership positions and faced with unique challenges, such as gender discrimination and harassment. To address these issues, professional development programs for women have been recommended. Objectives: The purpose of this scoping review was to examine current women's professional development programs for EM and develop a collection of program characteristics, meeting topics, and tips for success that can be useful to new or existing women's professional development programs. Methods: The authors systematically searched research databases for literature detailing current women's professional development programs for EM physicians. Studies detailing professional development programs for female physicians in EM were included. Results: After 149 unique articles were screened, 11 studies met inclusion criteria, describing 10 professional development programs for women in EM. The most commonly cited program objectives included providing mentors and role models (n = 9, 90%), offering career advice and promoting professional advancement and leadership skills (n = 5, 50%), increasing academic recognition for women (n = 4, 40%), and promoting work-life balance and integration (n = 2, 20%). The most common topics covered in program sessions included mentorship and coaching, compensation and/or negotiation, leadership skills, and career advancement and promotion. Challenges and barriers to the success of these programs included a lack of funding and support, difficulty in recruiting participants, lack of institutional recognition and support, lack of time, and difficulty in sustaining the program over time. Conclusions: The study's findings can inform the development of programs that promote gender equity and support the advancement of women in EM.
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Objective: We sought to assess trends in emergency medicine residency program director (PD) length of service over the past 40 years and evaluate relationships between duration of service and important factors such as PD start year, geographic region, and year of program initial accreditation. Methods: We retrospectively analyzed program data from the American Medical Association Graduate Medical Education Directory and Emergency Medicine Residents' Association Match database. We calculated descriptive statistics and used linear regression to assess the impact of PD start year, region, and year of program initial accreditation on PD duration of service. Results: We gathered data on 783 unique PDs between 1983 and 2023. The overall mean ± SD PD duration of service was 6.19 ± 4.72 years (range 1-29 years). The mean duration of service by decade of start date was 6.49 years in the 1980s, 7.39 years in the 1990s, 5.92 years in the 2000s, 4.08 years in the 2010s, and 2 years in the 2020s. Both PD start year (p = 0.002) and program initial accreditation year (p = 0.001) significantly predicted duration of PD service. Region did not significantly predict duration of PD service (p = 0.225). Conclusions: Duration of service as a PD is decreasing in recent decades. Both PD start year and year of initial program accreditation significantly predict duration of service as PD. Future research must be done to better understand this phenomenon and uncover strategies to promote PD longevity.
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OBJECTIVE: To assess urologist attitudes toward clinical decision support (CDS) embedded into the electronic health record (EHR) and define design needs to facilitate implementation and impact. With recent advances in big data and artificial intelligence (AI), enthusiasm for personalized, data-driven tools to improve surgical decision-making has grown, but the impact of current tools remains limited. METHODS: A sequential explanatory mixed methods study from 2019 to 2020 was performed. First, survey responses from the 2019 American Urological Association Annual Census evaluated attitudes toward an automatic CDS tool that would display risk/benefit data. This was followed by the purposeful sampling of 25 urologists and qualitative interviews assessing perspectives on CDS impact and design needs. Bivariable, multivariable, and coding-based thematic analysis were applied and integrated. RESULTS: Among a weighted sample of 12,366 practicing urologists, the majority agreed CDS would help decision-making (70.9%, 95% CI 68.7%-73.2%), aid patient counseling (78.5%, 95% CI 76.5%-80.5%), save time (58.1%, 95% CI 55.7%-60.5%), and improve patient outcomes (42.9%, 95% CI 40.5%-45.4%). More years in practice was negatively associated with agreement (P <.001). Urologists described how CDS could bolster evidence-based care, personalized medicine, resource utilization, and patient experience. They also identified multiple implementation barriers and provided suggestions on form, functionality, and visual design to improve usefulness and ease of use. CONCLUSION: Urologists have favorable attitudes toward the potential for clinical decision support in the EHR. Smart design will be critical to ensure effective implementation and impact.
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Atitude do Pessoal de Saúde , Sistemas de Apoio a Decisões Clínicas , Urologistas , Humanos , Urologistas/estatística & dados numéricos , Procedimentos Cirúrgicos Urológicos/métodos , Masculino , Registros Eletrônicos de Saúde , Feminino , Pessoa de Meia-Idade , Urologia , Inquéritos e Questionários , AdultoRESUMO
Objectives: Health-related chatbots have demonstrated early promise for improving self-management behaviors but have seldomly been utilized for hypertension. This research focused on the design, development, and usability evaluation of a chatbot for hypertension self-management, called "Medicagent." Materials and Methods: A user-centered design process was used to iteratively design and develop a text-based chatbot using Google Cloud's Dialogflow natural language understanding platform. Then, usability testing sessions were conducted among patients with hypertension. Each session was comprised of: (1) background questionnaires, (2) 10 representative tasks within Medicagent, (3) System Usability Scale (SUS) questionnaire, and (4) a brief semi-structured interview. Sessions were video and audio recorded using Zoom. Qualitative and quantitative analyses were used to assess effectiveness, efficiency, and satisfaction of the chatbot. Results: Participants (n = 10) completed nearly all tasks (98%, 98/100) and spent an average of 18 min (SD = 10 min) interacting with Medicagent. Only 11 (8.6%) utterances were not successfully mapped to an intent. Medicagent achieved a mean SUS score of 78.8/100, which demonstrated acceptable usability. Several participants had difficulties navigating the conversational interface without menu and back buttons, felt additional information would be useful for redirection when utterances were not recognized, and desired a health professional persona within the chatbot. Discussion: The text-based chatbot was viewed favorably for assisting with blood pressure and medication-related tasks and had good usability. Conclusion: Flexibility of interaction styles, handling unrecognized utterances gracefully, and having a credible persona were highlighted as design components that may further enrich the user experience of chatbots for hypertension self-management.
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Background: Education is an important step toward achieving equity in health care. However, there is little published literature examining the educational outcomes of curricula for resident physicians focused on diversity, equity, and inclusion (DEI). Objective: Our objective was to review the literature to assess the outcomes of curricula for resident physicians of all specialties focused on DEI in medical education and health care. Methods: We applied a structured approach to conducting a scoping review of the medical education literature. Studies were included for final analysis if they described a specific curricular intervention and educational outcomes. Outcomes were characterized using the Kirkpatrick Model. Results: Nineteen studies were included for final analysis. Publication dates ranged from 2000 to 2021. Internal medicine residents were the most studied. The number of learners ranged from 10 to 181. The majority of studies were from a single program. Educational methods ranged from online modules to single workshops to multiyear longitudinal curricula. Eight studies reported Level 1 outcomes, 7 studies reported Level 2 outcomes, 3 studies reported Level 3 outcomes, and only 1 study measured changes in patient perceptions due to the curricular intervention. Conclusions: We found a small number of studies of curricular interventions for resident physicians that directly address DEI in medical education and health care. These interventions employed a wide array of educational methods, demonstrated feasibility, and were positively received by learners.
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Educação Médica , Internato e Residência , Medicina , Humanos , Educação de Pós-Graduação em Medicina/métodos , CurrículoRESUMO
OBJECTIVE: Electronic health records (EHRs) have become widely adopted with increasing emphasis on improving care delivery. Improvements in surgery may be limited by specialty-specific issues that impact EHR usability and engagement. Accordingly, we examined EHR use and perceptions in urology, a diverse surgical specialty. METHODS: We conducted a national, sequential explanatory mixed methods study. Through the 2019 American Urological Association Census, we surveyed urologic surgeons on EHR use and perceptions and then identified associated characteristics through bivariable and multivariable analyses. Using purposeful sampling, we interviewed 25 urologists and applied coding-based thematic analysis, which was then integrated with survey findings. RESULTS: Among 2,159 practicing urologic surgeons, 2,081 (96.4%) reported using an EHR. In the weighted sample (n = 12,366), over 90% used the EHR for charting, viewing results, and order entry with most using information exchange functions (59.0-79.6%). In contrast, only 35.8% felt the EHR increases clinical efficiency, whereas 43.1% agreed it improves patient care, which related thematically to information management, administrative burden, patient safety, and patient-surgeon interaction. Quantitatively and qualitatively, use and perceptions differed by years in practice and practice type with more use and better perceptions among more recent entrants into the urologic workforce and those in academic/multispecialty practices, who may have earlier EHR exposure, better infrastructure, and more support. CONCLUSION: Despite wide and substantive usage, EHRs engender mixed feelings, especially among longer-practicing surgeons and those in lower-resourced settings (e.g., smaller and private practices). Beyond reducing administrative burden and simplifying information management, efforts to improve care delivery through the EHR should focus on surgeon engagement, particularly in the community, to boost implementation and user experience.
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Registros Eletrônicos de Saúde , Cirurgiões , Procedimentos Cirúrgicos Urológicos , Humanos , Atenção à Saúde , Assistência ao Paciente , Inquéritos e QuestionáriosRESUMO
Background: Interviews for emergency medicine (EM) residency positions largely transitioned to a virtual-only format in 2020-2021. The impact of virtual interview factors on applicants' rank of programs is unknown. Objective: We sought to assess the impact of modifiable factors in virtual interviews on applicants' rank of EM residency programs. Methods: We conducted a cross-sectional mixed-methods survey of students applying to at least one of seven study authors' EM residency programs in the United States during the 2020-2021 application cycle. The survey was developed using an interactive Delphi process and piloted prior to implementation. The survey was administered from May to June 2021 with up to four email reminders. Quantitative analysis included descriptive statistics. Three authors performed a thematic qualitative analysis of free-text responses. Results: A total of 664 of 2281 (29.1%) students completed the survey, including 335 (50.5%) male, 316 (47.7%) female, and six (0.9%) nonbinary. A total of 143 (21.6%) respondents identified as underrepresented in medicine and 84 (12.7%) identified as LGBTQIA+. Respondents participated in a median of 14 interviews and ranked a median of 14 programs. Most respondents (335, 50.6%) preferred a choice of in-person or virtual, while 183 (27.6%) preferred all in-person, and 144 (21.8%) preferred all virtual. The program website and interview social were the most important factors influencing respondent ranking. Qualitative analysis revealed several positive aspects of virtual interviews including logistical ease and comfort. Negative aspects include technical issues, perceived interview hoarding, and barriers to applicant assessment and performance. Demonstrated effort by the program, effective information delivery, communication of resident culture, and a well-implemented interview day positively influenced respondents' rank of programs. Conclusions: This study identified characteristics of the virtual interview format that impact applicants' rank of programs. These results can inform future recruitment practices.
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Objectives: One challenge that arises when analyzing mobile health (mHealth) data is that updates to the proprietary algorithms that process these data can change apparent patterns. Since the timings of these updates are not publicized, an analytic approach is necessary to determine whether changes in mHealth data are due to lifestyle behaviors or algorithmic updates. Existing methods for identifying changepoints do not consider multiple types of changepoints, may require prespecifying the number of changepoints, and often involve nonintuitive parameters. We propose a novel approach, Automated Selection of Changepoints using Empirical P-values and Trimming (ASCEPT), to select an optimal set of changepoints in mHealth data. Materials and Methods: ASCEPT involves 2 stages: (1) identification of a statistically significant set of changepoints from sequential iterations of a changepoint detection algorithm; and (2) trimming changepoints within linear and seasonal trends. ASCEPT is available at https://github.com/matthewquinn1/changepointSelect. Results: We demonstrate ASCEPT's utility using real-world mHealth data collected through the Precision VISSTA study. We also demonstrate that ASCEPT outperforms a comparable method, circular binary segmentation, and illustrate the impact when adjusting for changepoints in downstream analysis. Discussion: ASCEPT offers a practical approach for identifying changepoints in mHealth data that result from algorithmic updates. ASCEPT's only required parameters are a significance level and goodness-of-fit threshold, offering a more intuitive option compared to other approaches. Conclusion: ASCEPT provides an intuitive and useful way to identify which changepoints in mHealth data are likely the result of updates to the underlying algorithms that process the data.
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Introduction: In addition to formal training, informal training often occurs through a hidden curriculum. As the hidden curriculum shapes the knowledge and values held by learners, we must consider its role in implicit bias. One example is through the selection of images used in formal instruction. This study aimed to examine the representation of sex and race among images in two textbooks in emergency medicine (EM). Methods: We performed a cross-sectional study of the sex and race representation of figures in Rosen's Emergency Medicine: Concepts and Clinical Practice 9th Edition and Tintinalli's Emergency Medicine: A Comprehensive Study Guide 9th Edition. Two reviewers screened all images for inclusion, with disagreements resolved by a third reviewer. Images were excluded if they did not include visualized skin. Two reviewers independently reviewed each image and assessed the sex, race, and roles in the image. A third reviewer resolved any disagreements. Results: A total of 959 images (Rosen's n = 377; Tintinalli's n = 582) met inclusion criteria. Race was estimated in 877 cases (91.3%). Of those, White individuals comprised 77.6% (95% confidence interval [CI] 75.0%-80.2%). Sex was estimated in 362 cases (37.7%). Of those images, males comprised 70.2% (95% CI 65.4%-74.9%), and females comprised 29.8% (95% CI 25.1%-34.6%). Conclusion: There is a male sex and White race predominance in visual representation among two EM textbooks. We propose a call to action for the mindful selection of images in formal education to represent diversity, equity, and inclusion and close the gap between the formal and hidden curriculum.
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OBJECTIVE: The study sought to conduct a systematic review to explore the functions utilized by electronic cancer survivorship care planning interventions and assess their effects on patient and provider outcomes. MATERIALS AND METHODS: Based on PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) guidelines, studies published from January 2000 to January 2020 were identified in PubMed, CINAHL, EMBASE, PsychINFO, Scopus, Web of Science, and the ACM Digital Library . The search combined terms for cancer, survivorship, care planning, and health information technology (HIT). Eligible studies evaluated the effects of a HIT intervention on usability, knowledge, process, or health-related outcomes. A total of 578 abstracts were reviewed, resulting in 60 manuscripts describing 40 studies. Thematic analyses were used to define meta-themes of system functions, and Fisher's exact tests were used to examine associations between functions and outcomes. RESULTS: Patients were the target end users for 18 interventions, while 12 targeted providers and 10 targeted both groups. Interventions used patient-reported outcomes collection (60%), automated content generation (58%), electronic sharing (40%), persistent engagement (28%), and communication features (20%). Overall, interventions decreased the time to create survivorship care plans (SCPs) and supported care planning knowledge and abilities, but results were mixed for effects on healthcare utilization, SCP sharing, and provoking anxiety. Persistent engagement features were associated with improvements in health or quality-of-life outcomes (17 studies, P = .003). CONCLUSIONS: Features that engaged users persistently over time were associated with better health and quality-of-life outcomes. Most systems have not capitalized on the potential of HIT to share SCPs across a care team and support care coordination.
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Informática Médica , Neoplasias , Humanos , Neoplasias/terapia , Aceitação pelo Paciente de Cuidados de Saúde , Planejamento de Assistência ao Paciente , Qualidade de Vida , SobrevivênciaRESUMO
BACKGROUND: Emergency medicine (EM) applicants consider many factors when selecting residency programs. Prior studies have demonstrated that applicants consider geography as well as modifiable/nonmodifiable program factors. Less attention, however, has been paid to underrepresented groups. Additionally, the prevalence and characteristics of "red flags," or factors that may lead an applicant to lower a program's rank or not rank it at all, remain unknown in EM. Our objective was to describe the factors that influence current EM-bound medical students' residency selection focusing on underrepresented applicants and red flags encountered during the recruitment process. METHODS: We conducted a mixed-methods survey study of EM-bound graduates from U.S. medical schools in the 2020 application cycle. Quantitative analysis included descriptive statistics, measures of central tendency, 95% confidence intervals (CIs), nonparametric tests for ordinal data, and logistic regression. For the qualitative portion of the study, two independent reviewers performed a thematic analysis of the red flag free-text responses. Discrepancies were addressed via consensus with third-party oversight. RESULTS: Our survey response rate was 49%, and most applicants considered both geographic and program factors. Underrepresented applicants prioritized program diversity, program commitment to the underserved, neighborhood/community, and patient population. Of all respondents, 71% reported red flags. Women had a significantly higher odds of encountering red flags (odds ratio = 1.64, 95% CI = 1.25 to 2.18). Red flags included seven key themes: violations of regulatory standards, program characteristics, interview day experience, program culture, interpersonal interactions, lack of fit, and quality of life; subthemes included lack of diversity and racism. CONCLUSIONS: Modifiable/nonmodifiable program factors and geography continue to influence EM-bound applicants' residency choices. Underrepresented applicants place a higher value on diversity, community, and patients served. Residency programs should consider modifiable factors and self-assess for red flags to successfully recruit the next generation of EM physicians.
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OBJECTIVE: This study sought to describe gender representation in leadership and recognition within the U.S. biomedical informatics community. MATERIALS AND METHODS: Data were collected from public websites or provided by American Medical Informatics Association (AMIA) personnel from 2017 to 2019, including gender of membership, directors of academic informatics programs, clinical informatics subspecialty fellowships, AMIA leadership (2014-2019), and AMIA awardees (1993-2019). Differences in gender proportions were calculated using chi-square tests. RESULTS: Men were more often in leadership positions and award recipients (P < .01). Men led 74.7% (n = 71 of 95) of academic informatics programs and 83.3% (n = 35 of 42) of clinical informatics fellowships. Within AMIA, men held 56.8% (n = 1086 of 1913) of leadership roles and received 64.1% (n = 59 of 92) of awards. DISCUSSION: As in other STEM fields, leadership and recognition in biomedical informatics is lower for women. CONCLUSIONS: Quantifying gender inequity should inform data-driven strategies to foster diversity and inclusion. Standardized collection and surveillance of demographic data within biomedical informatics is necessary.
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Distinções e Prêmios , Liderança , Bolsas de Estudo , Feminino , Humanos , Informática , MasculinoRESUMO
OBJECTIVE: Chatbots have potential to deliver interactive self-management interventions but have rarely been studied in the context of hypertension or medication adherence. The objective of this study was to better understand patient information needs and perceptions of chatbots to support hypertension medication self-management. MATERIALS AND METHODS: Mixed methods were used to assess self-management needs and preferences for using chatbots. We purposively sampled adults with hypertension who were prescribed at least one medication. Participants completed questionnaires on sociodemographics, health literacy, self-efficacy, and technology use. Semi-structured interviews were conducted, audio-recorded, and transcribed verbatim. Quantitative data were analyzed using descriptive statistics, and qualitative data were analyzed using applied thematic analysis. RESULTS: Thematic saturation was met after interviewing 15 participants. Analysis revealed curiosity toward chatbots, and most perceived them as humanlike. The majority were interested in using a chatbot to help manage medications, refills, communicate with care teams, and for accountability toward self-care tasks. Despite general enthusiasm, there were concerns with chatbots providing too much information, making demands for lifestyle changes, invading privacy, and usability issues with deployment on smartphones. Those with overall positive perceptions toward chatbots were younger and taking fewer medications. DISCUSSION: Chatbot-related informational needs were consistent with existing self-management research, and many felt chatbots would be valuable if customizable and compatible with patient portals, pharmacies, or health apps. CONCLUSION: Although most were not familiar with chatbots, patients were interested in interacting with them, but this varied. This research informs future design and functionalities of conversational interfaces to support hypertension self-management.