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MOTIVATION: Medical curricula improvement is an ongoing process to keep material relevant and improve the student's learning experience to better prepare them for patient care. Many programs utilize end-of-year evaluations, but these frequently have low response rates and lack actionable feedback. We hypothesized that student reflections written during a fourth year Sub-Internship could be used retrospectively to mine additional information as feedback for future curriculum adjustments. However, reflections contain a large amount of narrative content that would require a cumbersome and essentially infeasible manual review process for busy medical education faculty. METHODS: We developed a Natural Language Processing (NLP) pipeline to automatically identify common themes and topics present in the set of reflective writings that could be used to improve the curriculum. The dataset contains required responses to a faculty issued question submitted between August 2016 and July 2018 about challenges experienced during the medical students fourth year Sub-Internship. RESULTS: Eleven distinct topics were identified, with several being subsequently addressed in future iterations of the curriculum. CONCLUSION: Utilizing NLP on reflective writings was able to identify areas of curriculum improvement, and the NLP results provided a quick and easy way to explore the main themes and challenges expressed by students.
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OBJECTIVE: We developed a conceptual framework of Team Self-Maintenance (TSM) within long-duration space exploration (LDSE), which we define as the process of monitoring, adjusting, and maintaining the psychological well-being of a team in the absence of external support. BACKGROUND: Specific to LDSE and isolated, confined, and extreme (ICE) environments, periods of routine can have a debilitating effect on the crew's well-being and performance, and TSM is a critical process for avoiding these detrimental effects. METHOD: Based on themes drawn from nine subject matter expert interviews combined with an extensive literature review on related concepts, we developed an integrative conceptual framework of the key inputs, processes, and outputs involved in TSM within LDSE contexts. RESULTS: Our TSM framework suggests team well-being as a key outcome that must be maintained during LDSE and information sharing, self-regulation, resource recovery, and emotional support as the key processes that enable team well-being. We also identify several contextual inputs that can serve as intervention points for enabling effective TSM. CONCLUSION: Our framework suggests that future research and practice aimed at effective LDSE should emphasize team well-being, rather than just performance, and that there are many open questions in terms of how teams will manage their own socio-emotional needs (e.g., conflict, recovery activities, and boredom) without external systems and support. APPLICATION: This conceptual framework describes the primary inputs, processes, and outcomes involved in the team self-maintenance process. This framework reflects context-specific theorizing most likely to be applicable only to LDSE contexts.
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Voo Espacial , Humanos , Equipe de Assistência ao PacienteRESUMO
Moving from the role of resident into that of a young attending is one of the most anticipated transitions in a medical trainee's career path. Radiation oncology residency training is typically apprentice-style focused in the outpatient setting, which carries additional unique challenges. Twenty-seven junior attendings at academic institutions within their first 5 years of practice were sent an online open-ended questionnaire in 2018 regarding aspects of their practice using a snowball sampling method. Responses were collected, and a thematic analysis was conducted in which two independent reviewers coded the responses. Nineteen junior attendings (70%) from 18 institutions completed the questionnaire. General themes included the importance of cultivating relationships for peer support and to be professional and polite as confidence was gained to enable them to be seen as an attending. All respondents felt that bringing an open mind, balance, and adaptability was crucial in their transition. Respondents stayed up to date on literature and practices by subscribing to journals, courses, and participation in resident education. Forty-two percent of young attendings were matched with a mentor at their new institution through a formal mentor-mentee relationship. Respondents wished that they had more autonomy during residency to prepare for independent practice. Transitioning from residency to a junior attending provides unique stressors and challenges. Allowing for residents to have more autonomy during their training, such as a senior resident clinic, may help improve this transition by providing an opportunity for independent decision-making with guidance as appropriate.
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Internato e Residência , Médicos , Radioterapia (Especialidade) , Humanos , Corpo Clínico Hospitalar , MentoresRESUMO
BACKGROUND: The continued need for improved teamwork in all areas of health care is widely recognized. The present article reports on the application of a hackathon to the teamwork problems specifically associated with ad hoc team formation in rapid response teams. PURPOSES: Hackathons-problem-solving events pioneered in computer science-are on the rise in health care management. The focus of these events tends to be on medical technologies, however, with calls for improvements in management practices as general recommendations. The hackathon reported here contributes to health care management practice by addressing improvements in teamwork as the focal problem. METHODOLOGY: The hackathon event took place over 2.5 days in conjunction with an academic conference focused on group research. Three teams comprised of practicing healthcare professionals, academic researchers and students developed solutions to problems of ad hoc team formation in rapid response teams. FINDINGS: The event fulfilled several goals. The teams produced three distinct, yet complementary solutions that were backed by both field-based experience and solid research evidence. The event provided the opportunity for two-way translation of research and practice through direct collaboration among key stakeholders. The hackathon produced long term effects through establishing or strengthening collaborations, dissemination of the ideas through presentations, workshops, and publications, and changes in participantsâ work practices. PRACTICE IMPLICATION: The event demonstrated that hackathons, classically focused on technology, can also offer a spur to innovation around organizational processes. The article provides advice for organizing other hackathons focused on similar topics. The solutions offered by the participants in the event yields the clear insight that multipronged solutions for emergency-oriented teamwork are needed. The hackathon highlighted the scaled of collaboration and effort needed to tackle the many complexities in health care that impact outcomes for providers, patients, and health organizations.
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Atenção à Saúde , Instalações de Saúde , Serviços de Saúde Comunitária , Cuidados Críticos , Humanos , Equipe de Assistência ao PacienteRESUMO
Background: In recent years, educational leaders have proposed domains of educational excellence and corresponding metrics to objectively measure contributions of clinician-educators for promotion and tenure (P&T). The purpose of this study was to explore whether P&T committees in United States (US) have incorporated these recommendations into practice. Method: The authors conducted a survey of P&T leaders across institutions in US. Items included questions related to institutional tracks for P&T, domains included in promotional packets, metrics for their measurement, and use of an Educator's Portfolio (EP). Results: Respondents from 55 institutions completed the survey. The presence of a teaching academy/society was associated with the presence of a promotion track for clinician-educators (p = 0.04). Only teaching activities (91%), assessment of learners (55%), and educational scholarship (51%) were required by a majority of institutions. Few institutions used objective methods for measuring impact and less than half (47%) required an EP. Discussion: These results highlight both progress in the recognition of clinician-educators while also suggesting discordance in the perspective of educational leaders and the practice of P&T committees. The authors advocate for establishing a national community of expert medical educators who may assist P&T committees in adopting consensus-based criteria and metrics to evaluate clinician-educators' contributions.
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Mobilidade Ocupacional , Docentes de Medicina , Membro de Comitê , Educação Médica , Humanos , Liderança , Faculdades de Medicina , Inquéritos e Questionários , Estados UnidosRESUMO
Increasing interprofessional practice is seen as a path to improved quality, decreased cost, and enhanced patient experience. However, little is known about how context shapes interprofessional work and how interventions should be crafted to account for a specific setting of interprofessional practice. To better understand, how the work of interprofessional practice differs across patient care settings we sought to understand the social processes found in varying work contexts to better understand how care is provided. A case study design was used in this study to yield a picture of patient care across three different settings. Qualitative analysis of teams from three healthcare settings (rehabilitation, acute care, and code team) was conducted, through the use of ten in-depth semi-structured interviews. Interview data from each participant were analyzed via an inductive content analysis approach based upon theories of work and teams from organisational science, a framework for interprofessional practice, and competencies for interprofessional education. The work processes of interprofessional practice varied across settings. Information exchange was more physician-centric and decision-making was more physician dominant in the non-rehabilitation settings. Work was described as concurrent only for the code team. Goal setting varied by setting and interpersonal relationships were only mentioned as important in the rehabilitation setting. The differences observed across settings identify some insights into how context shapes the process of interprofessional collaboration and some research questions that need further study.
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Processos Grupais , Relações Interprofissionais , Equipe de Assistência ao Paciente/organização & administração , Doença Aguda/terapia , Comportamento Cooperativo , Tomada de Decisões , Equipe de Respostas Rápidas de Hospitais/organização & administração , Humanos , Entrevistas como Assunto , Papel do Médico , Pesquisa Qualitativa , Reabilitação/organização & administraçãoRESUMO
PROBLEM: Although interprofessional practice is important for improving healthcare delivery, there is little evidence describing interprofessional education (IPE) outcomes beyond changes in attitudes and knowledge of prelicensure learners. More rigorous evaluation of early IPE is needed to determine its impact on teaching interprofessional collaborative practice and providing a solid foundation for applying collaborative skills in the clinical environment. INTERVENTION: First-year students (N = 679) in 7 health professions programs participated in a 4-session series focusing on professional roles and responsibilities, teams and teamwork, and the healthcare system. Interprofessional teams of 5-6 students, from at least 3 professions, were assembled for the duration of the series and created a team charter during their first session to guide their work. Each subsequent session included a brief lecture and interactive exercises. Faculty facilitators from the participating programs provided support to students during the sessions. As a culminating project, each team created a short video depicting a barrier to interprofessional collaboration. Students evaluated the performance of their team members using a web-based peer assessment survey. A course evaluation with an embedded validated attitudinal scale was used to assess changes in student perceptions about IPE. A sample of videos were also scored by 2 faculty using a rubric linked to course expectations. CONTEXT: This educational offering took place on the health sciences campus of a large, mid-Atlantic research university with more than 3,200 clinical learners in schools of allied health professions, dentistry, medicine, nursing, and pharmacy. It was the first interprofessional activity for most of the learners. OUTCOME: There were 555 students who participated in some or all of the sessions. Comments indicated that students enjoyed interacting with their peers and prefer activities allowing them to apply content to their profession over lectures. The assessment measures revealed a disconnect between student ratings targeting interprofessional socialization and faculty ratings targeting the products of their teamwork. Although students provided positive feedback to their teammates through peer assessment, and the attitudinal scale showed a small but significant increase in positive attitudes toward IPE, the videos they created did not demonstrate a deep understanding of barriers to interprofessional practice. LESSONS LEARNED: This large-scale IPE activity for early learners supported progress toward interprofessional socialization, but student learning was inconsistently demonstrated in teamwork products. Course planners should augment self- and peer-reported interprofessional socialization measures with faculty-generated behavioral outcome assessments. Such triangulation produces a more robust data set to inform decisions about curricular revisions and development.
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Educação Baseada em Competências/métodos , Educação de Graduação em Medicina/métodos , Relações Interprofissionais , Papel Profissional , Comportamento Cooperativo , Currículo/normas , Feminino , Humanos , Masculino , Estudantes de Medicina/estatística & dados numéricos , Estados UnidosRESUMO
BACKGROUND: Translational research is a key area of focus of the National Institutes of Health (NIH), as demonstrated by the substantial investment in the Clinical and Translational Science Award (CTSA) program. The goal of the CTSA program is to accelerate the translation of discoveries from the bench to the bedside and into communities. Different classification systems have been used to capture the spectrum of basic to clinical to population health research, with substantial differences in the number of categories and their definitions. Evaluation of the effectiveness of the CTSA program and of translational research in general is hampered by the lack of rigor in these definitions and their application. This study adds rigor to the classification process by creating a checklist to evaluate publications across the translational spectrum and operationalizes these classifications by building machine learning-based text classifiers to categorize these publications. METHODS: Based on collaboratively developed definitions, we created a detailed checklist for categories along the translational spectrum from T0 to T4. We applied the checklist to CTSA-linked publications to construct a set of coded publications for use in training machine learning-based text classifiers to classify publications within these categories. The training sets combined T1/T2 and T3/T4 categories due to low frequency of these publication types compared to the frequency of T0 publications. We then compared classifier performance across different algorithms and feature sets and applied the classifiers to all publications in PubMed indexed to CTSA grants. To validate the algorithm, we manually classified the articles with the top 100 scores from each classifier. RESULTS: The definitions and checklist facilitated classification and resulted in good inter-rater reliability for coding publications for the training set. Very good performance was achieved for the classifiers as represented by the area under the receiver operating curves (AUC), with an AUC of 0.94 for the T0 classifier, 0.84 for T1/T2, and 0.92 for T3/T4. CONCLUSIONS: The combination of definitions agreed upon by five CTSA hubs, a checklist that facilitates more uniform definition interpretation, and algorithms that perform well in classifying publications along the translational spectrum provide a basis for establishing and applying uniform definitions of translational research categories. The classification algorithms allow publication analyses that would not be feasible with manual classification, such as assessing the distribution and trends of publications across the CTSA network and comparing the categories of publications and their citations to assess knowledge transfer across the translational research spectrum.
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Aprendizado de Máquina , Publicações/classificação , Pesquisa Translacional Biomédica , Algoritmos , Área Sob a Curva , DocumentaçãoRESUMO
Effective interprofessional practice requires interprofessional education that facilitates learners' achievement of competency in the interprofessional domains. Unfortunately, educators currently have a limited number of tools to identify the level of competency of their learners. Previous investigations by some of the authors described the initial characteristics of a tool based on the Competencies for Interprofessional Collaborative Practice. Building on this work, this study describes a multi-institutional, three-part study refining this tool. The series of studies further established the validity, reliability, and usability of the assessment tool. Based on the data derived from this study, we created a shorter, more easily utilised version of the tool that retains previous psychometric strengths. This article describes a tool that consists of two domains, one linked to interprofessional interaction and one linked to interprofessional values. It is believed that this assessment tool may help educators define competence in interprofessional practice and guide assessment of both programmes and learners.
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Comportamento Cooperativo , Pessoal de Saúde/educação , Relações Interprofissionais , Humanos , Psicometria , Reprodutibilidade dos Testes , Autoavaliação (Psicologia) , Inquéritos e QuestionáriosRESUMO
Linking the outcomes from interprofessional education to improvements in patient care has been hampered by educational assessments that primarily measure the short-term benefits of specific curricular interventions. Competencies, recently published by the Interprofessional Education Collaborative (IPEC), elaborate overarching goals for interprofessional education by specifying desired outcomes for graduating health professions students. The competencies define a transition point between the prescribed and structured educational experience of a professional degree program and the more self-directed, patient-oriented learning associated with professional practice. Drawing on the IPEC competencies for validity, we created a 42-item questionnaire to assess outcomes related to collaborative practice at the degree program level. To establish the usability and psychometric properties of the questionnaire, it was administered to all the students on a health science campus at a large urban university in the mid-Atlantic of the United States. The student responses (n = 481) defined four components aligned in part with the four domains of the IPEC competencies. In addition, the results demonstrated differences in scores by domain that can be used to structure future curricula. These findings suggest a questionnaire based on the IPEC competencies might provide a measure to assess programmatic outcomes related to interprofessional education. We discuss directions for future research, such as a comparison of results within and between institutions, and how these results could provide valuable insights about the effect of different curricular approaches to interprofessional education and the success of various educational programs at preparing students for collaborative practice.
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Comportamento Cooperativo , Educação de Graduação em Medicina , Comunicação Interdisciplinar , Competência Profissional , Feminino , Humanos , Masculino , Inquéritos e QuestionáriosRESUMO
The National Institutes of Health (NIH)'s Clinical and Translational Science Awards (CTSA) consortium aims to accelerate translational processes that move discoveries from bench to bedside. The coronavirus disease 2019 (COVID-19) pandemic presented unmatched challenges and applications for CTSA hubs nationwide. Our study used bibliometrics to assess features of COVID-19 publications supported by the national CTSA program to characterize the consortium's response to the pandemic. Our goal was to understand relative scientific influence, collaboration across hubs, and trends in research emphasis over time. We identified publications from NIH's curated iSearch COVID-19 Publication Portfolio from February 2020 to February 2023; 3234 peer-reviewed articles relevant to COVID-19 cited a CTSA grant. All 66 CTSA hubs were represented, with large-size and longstanding hubs contributing more publications. Most publications cited UL1 grants, 457 cited KL2/TL1 training grants, and 164 cited multiple hub grants. Compared to a random sample of non-CTSA-supported COVID-19 publications, the CTSA portfolio exhibited greater clinical relevance, more human research, and higher altmetric and citation influence. Results were similar for multi-hub publications involving networked initiatives like multi-site clinical trials or the National COVID-19 Cohort Collaborative. Shifts from molecular/cellular-oriented research toward human-oriented research over time were evident, demonstrating translation in action. Results illuminate how the CTSA consortium confronted the pandemic through high-quality projects oriented toward human research, working across hubs on high-value collaborations, advancing along the translational spectrum over time. Findings validate CTSA hubs as critical support structures during health emergencies.
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Distinções e Prêmios , COVID-19 , Humanos , Pesquisa Translacional Biomédica , Ciência Translacional Biomédica , Academias e InstitutosRESUMO
To understand how translational science efforts lead to outcomes, it is common to examine publications as a key step in the translational process. The National Institutes of Health's Clinical and Translational Science Awards (CTSA) program aims to accelerate that process by providing support to investigators. Although it is challenging to measure the impact of such support on translational outcomes, CTSA-supported research that arises in research publications can advance translation through use of these publications in public policy and guideline documents from government health agencies, intergovernmental organizations, and other outlets. Using cutting-edge bibliometric tools, the authors evaluated how CTSA-supported research has extended its impact beyond academic silos to influence public policy literature. The authors identified approximately 118,490 publications that acknowledged receiving support from a CTSA hub, from the inception of the program in 2006 through 2021. Articles were queried in the Overton policy database, which indexes references to publications in global policy literature. The search revealed 13% of CTSA-supported articles were referenced in policy documents, significantly more than the expected proportion (10%) calculated by Overton. References came from 576 policy source outlets across 87 countries, predominantly the United States and Europe. The most frequent sources included guidelines in PubMed Central, the World Health Organization, and the Centers for Disease Control and Prevention. The authors illustrate the bridge from translational research to public policy with case studies of 6 articles based on CTSA-supported research and having notable policy impact. They found articles with greater clinical relevance, altmetric attention (i.e., nonacademic community/public attention), and academic citation influence were more likely to be referenced in policy literature. Study findings help to characterize the kinds of research that have influenced and may be expected to influence health policy in the future.
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Pesquisa Translacional Biomédica , Ciência Translacional Biomédica , Humanos , Estados Unidos , Política de Saúde , Política Pública , Bibliometria , PublicaçõesRESUMO
INTRODUCTION: The Great CTSA Team Science Contest (GTSC) was developed to discover how Clinical and Translational Science Award (CTSA) hubs promote and support team science [1]. The purpose of this study was a secondary qualitative analysis of the GTSC submissions to better understand the diversity of team science initiatives across the CTSA consortium. METHODS: Secondary qualitative analysis of the GTSC data addressed the following research questions, which defined the top-level coding: (1) What CTSA component sponsored it? (2) Who was the team doing the work? (3) Who were the intended beneficiaries? (4) What was the intended outcome? (5) What strategies did they use? (6) What translational science (TS) stage was addressed? (7) How do they align with the NCATS team science strategic goals? (8) How do the CTSA's team science efforts align with the National Academies Research Council (NRC) recommendations for enhancing the effectiveness of team science? RESULTS: The GTSC received 170 submissions from 45 unique CTSA hubs. Qualitative analysis revealed a great variety of team science strategies for virtually all team science stakeholders. In addition to strategies to promote team science, results show successful examples that focus on outcomes and illustrate ways of measuring success. CONCLUSIONS: The GTSC shows that the CTSA consortium is involved in an extremely diverse array of team science activities, which align well with both the NRC recommendations for enhancing the effectiveness of team science and the NCATS strategic goals for team science. Future research should evaluate the efficacy of team science strategies.
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BACKGROUND: Simulation-based training (SBT) is often evaluated based on the transfer of specific knowledge and skills. In contrast, the degree to which reflective practice is inculcated by SBT is rarely considered. Because reflection is a pillar of adult learning theories, we sought to examine the degree to which participation in SBT was associated with increased reflective practice. METHOD: Eighty one healthcare professionals completed a survey which included the number of SBTs they participated in during the past two years, content- and administrative-related features of those SBTs, and a key aspect of reflective practice (i.e., self-appraisal). RESULTS: The number of SBTs healthcare professionals participated in during the past two years was positively associated with reflective self-appraisal. This relationship was not moderated by the inclusion of reflection components in SBTs nor by the voluntary/mandatory nature of participation in SBTs. Furthermore, the facilitator was ranked as the most important feature of the overall learning experience in SBTs. Also, no significant differences were found between the number of technical skills-based and non-technical skills-based SBTs. CONCLUSION: These findings demonstrate the importance (of evaluating) SBTs for facilitating reflective learning mindsets that healthcare practitioners can apply beyond the specific skills trained by SBTs.
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The rate at which the coronavirus disease (COVID-19) spread required a rapid response across many, if not all, industries. Academic medical centers had to rapidly evaluate, prioritize, and coordinate the multiple requests for clinical trial participation. This involved redirecting resources and developing a collaborative system for assessment, decision making, and implementation. Our institution formed a team with diverse representation from multiple stakeholders to review and prioritize all research protocols related to COVID-19. To accomplish this, a prioritization matrix was developed to help determine the order in which the protocols should be placed for consideration by the treating clinician. The purpose of the team was to review the COVID-19 clinical trials in the pipeline, prioritize those trials that best met the needs of our patients, oversee training and resource needs, and lead the formulation of procedures for integration with clinical care. Resources from the Clinical Research Unit were then allocated to support the swift execution of such studies. This manuscript describes that process, the challenges encountered, and the lessons learned on how to make all clinical trials more successful in a complex and dynamic environment.
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Introduction: Telerounding is slated to become an important avenue for future healthcare practice. As utilization of telerounding is increasing, a review of the literature is necessary to distill themes and identify critical considerations for the implementation of telerounding. We provide evidence of the utility of telerounding and considerations to support its implementation in future healthcare practice based on a scoping review. Method: We collected articles from nine scientific databases from the earliest dated available articles to August 2020. We identified whether each article centered on telerounding policies, regulations, or practice. We also organized information from each article and sorted themes into four categories: sample characteristics, technology utilized, study constructs, and research outcomes. Results: We identified 21 articles related to telerounding that fit our criteria. All articles emphasized telerounding practice. Most articles reported data collected from surgical wards, had adult samples, and utilized robotic telerounding systems. Most articles reported null effects or positive effects on their measured variables. Discussion: Providers and patients can benefit from the effective implementation of telerounding. Telerounding can support patient care by reducing travel expenses and opportunities for infection. Evidence suggests that telerounding can reduce patient length of stay. Patients and providers are willing to utilize telerounding, but patient willingness is influenced by age and education. Telerounding does not appear to negatively impact satisfaction or patient care. Organizations seeking to implement telerounding systems must consider education for their providers, logistics associated with hardware and software, scheduling, and characteristics of the organizational context that can support telerounding. Considerations provided in this article can mitigate difficulties associated with the implementation of telerounding.
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BACKGROUND: Medical care is a team effort, especially as patient cases are more complex. Communication, cooperation, and coordination are vital to effective care, especially in complex service lines such as the operating room (OR). Team training, specifically the TeamSTEPPS training program, has been touted as one methodology for optimizing teamwork among providers and increasing patient safety. Although such team-training programs have transformed the culture and outcomes of other dynamic, high-risk industries such as aviation and nuclear power, evidence of team training effectiveness in health care is still evolving. Although providers tend to react positively to many training programs, evidence that training contributes to important behavioral and patient safety outcomes is lacking. METHOD: A multilevel evaluation of the TeamSTEPPS training program was conducted within the OR service line with a control location. The evaluation was a mixed-model design with one between-groups factor (TeamSTEPPS training versus no training) and two within-groups factors (time period, team). The groups were located at separate campuses to minimize treatment diffusion. Trainee reactions, learning, behaviors in the OR, and proxy outcome measures such as the Hospital Survey on Patient Safety Culture (HSOPS) and Operating Room Management Attitudes Questionnaire (ORMAQ) were collected. RESULTS: All levels of evaluation demonstrated positive results. The trained group demonstrated significant increases in the quantity and quality of presurgical procedure briefings and the use of quality teamwork behaviors during cases. Increases were also found in perceptions of patient safety culture and teamwork attitudes. DISCUSSION: The hospital system has integrated elements of TeamSTEPPS into orientation training provided to all incoming hospital employees, including nonclinical staff.
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Salas Cirúrgicas , Equipe de Assistência ao Paciente/organização & administração , Adulto , Análise de Variância , Hospitais Comunitários/organização & administração , Humanos , Capacitação em Serviço/métodos , Capacitação em Serviço/organização & administração , Relações Interprofissionais , Pessoa de Meia-Idade , Avaliação de Programas e Projetos de Saúde , Garantia da Qualidade dos Cuidados de Saúde/métodos , Garantia da Qualidade dos Cuidados de Saúde/organização & administração , Recursos HumanosRESUMO
Reflective writing is used by medical educators to identify challenges and promote inter-professional skills. These non-medical skills are central to leadership and career development, and are clinically relevant and vital to a trainees success as a practicing physician. However, identification of actionable feedback from reflective writings can be chal- lenging. In this work, we utilize a Natural Language Processing pipeline that incorporates a seeded Term Frequency- Inverse Document Frequency matrix along with sentence-level summarization, sentiment analysis, and clustering to organize sentences into groups, which can aid educators in assessing common challenges experienced by Acting In- terns. Automated analysis of reflective writing is difficult due to its subjective nature; however, our method is able to identify known and new challenges such as issues accessing the electronic health system and adjusting to specialty differences. Medical educators can utilize these topics to identify areas needing attention in the medical curriculum and help students through this transitional time.
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The Clinical and Translational Science Awards (CTSA) program sponsors an array of innovative, collaborative research. This study uses complementary bibliometric approaches to assess the scope, influence, and interdisciplinary collaboration of publications supported by single CTSA hubs and those supported by multiple hubs. Authors identified articles acknowledging CTSA support and assessed the disciplinary scope of research areas represented in that publication portfolio, their citation influence, interdisciplinary overlap among research categories, and characteristics of publications supported by multihub collaborations. Since 2006, CTSA hubs supported 69,436 articles published in 4,927 journals and 189 research areas. The portfolio is well distributed across diverse research areas with above-average citation influence. Most supported publications involved clinical/health sciences, for example, neurology and pediatrics; life sciences, for example, neuroscience and immunology; or a combination of the two. Publications supported by multihub collaborations had distinct content emphasis, stronger citation influence, and greater interdisciplinary overlap. This study characterizes the CTSA consortium's contributions to clinical and translational science, identifies content areas of strength, and provides evidence for the success of multihub collaborations. These methods lay the foundation for future investigation of the best policies and priorities for fostering translational science and allow hubs to understand their progress benchmarked against the larger consortium.
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Comunicação Interdisciplinar , National Institutes of Health (U.S.)/estatística & dados numéricos , Apoio à Pesquisa como Assunto/estatística & dados numéricos , Pesquisa Translacional Biomédica/estatística & dados numéricos , Bibliometria , Comportamento Cooperativo , Humanos , Fator de Impacto de Revistas , Publicações Periódicas como Assunto/normas , Publicações Periódicas como Assunto/estatística & dados numéricos , Estados UnidosRESUMO
PURPOSE: The practice of medicine is rarely straightforward. Data used to facilitate medical decision making may be conflicting, ambiguous, or scarce, and providing optimal care requires balancing clinicians' expertise and available evidence with patients' preferences. To explore uncertainty in decision making across disciplines, the authors performed a scoping review and thematic analysis of the literature to formulate a model describing the decision-making process in medicine under uncertain conditions. METHOD: In 2016, the authors performed a comprehensive search of key databases using a combination of keywords and controlled vocabulary. They identified and reviewed 3,398 records. After applying their inclusion and exclusion criteria to the titles and abstracts and then full texts, 19 articles were selected. The authors applied a qualitative thematic analysis to these articles, using codes to extract themes related to uncertainty in decision making. RESULTS: The 19 articles spanned 6 fields of study and 5 disciplines within the health sciences. The thematic analysis revealed 6 main themes: recognition of uncertainty, classification of uncertainty, stakeholder perspectives, knowledge acquisition, decision-making approach, and evaluation of the decision-making process. CONCLUSIONS: Based on the themes that emerged from their thematic analysis of the literature characterizing the effects of uncertainty and ambiguity on the decision-making process, the authors developed a framework depicting the interplay between these themes with a visual representation of the decision-making process under uncertain conditions. Future research includes further development and validation of this framework to inform medical school curricula.