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1.
Cureus ; 16(6): e61564, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38962609

RESUMO

INTRODUCTION: Objective Structured Clinical Examinations (OSCEs) are essential assessments for evaluating the clinical competencies of medical students. The COVID-19 pandemic caused a significant disruption in medical education, prompting institutions to adopt virtual formats for academic activities. This study analyzes the feasibility, satisfaction, and experiences of pediatric board candidates and faculty during virtual or electronic OSCE (e-OSCE) training sessions using Zoom video communication (Zoom Video Communications, Inc., San Jose, USA). METHODS: This is a post-event survey assessing the perceptions of faculty and candidates and the perceived advantages and obstacles of e-OSCE. RESULTS: A total of 142 participants were invited to complete a post-event survey, and 105 (73.9%) completed the survey. There was equal gender representation. More than half of the participants were examiners. The overall satisfaction with the virtual e-OSCE was high, with a mean score of 4.7±0.67 out of 5. Most participants were likely to recommend e-OSCE to a friend or colleague (mean score 8.84±1.51/10). More faculty (66.1%) than candidates (40.8%) preferred e-OSCE (P=0.006). CONCLUSION: Transitioning to virtual OSCE training during the pandemic proved feasible, with high satisfaction rates. Further research on virtual training for OSCE in medical education is recommended to optimize its implementation and outcomes.

2.
Postgrad Med J ; 2024 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-39005056

RESUMO

Clinical reasoning is a crucial skill and defining characteristic of the medical profession, which relates to intricate cognitive and decision-making processes that are needed to solve real-world clinical problems. However, much of our current competency-based medical education systems have focused on imparting swathes of content knowledge and skills to our medical trainees, without an adequate emphasis on strengthening the cognitive schema and psychological processes that govern actual decision-making in clinical environments. Nonetheless, flawed clinical reasoning has serious repercussions on patient care, as it is associated with diagnostic errors, inappropriate investigations, and incongruent or suboptimal management plans that can result in significant morbidity and even mortality. In this article, we discuss the psychological constructs of clinical reasoning in the form of cognitive 'thought processing' models and real-world contextual or emotional influences on clinical decision-making. In addition, we propose practical strategies, including pedagogical development of a personal cognitive schema, mitigating strategies to combat cognitive bias and flawed reasoning, and emotional regulation and self-care techniques, which can be adopted in medical training to optimize physicians' clinical reasoning in real-world practice that effectively translates learnt knowledge and skill sets into good decisions and outcomes.

3.
Front Med (Lausanne) ; 11: 1386681, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39045417

RESUMO

Residency programs in anesthesiology and intensive care (AIC), and emergency medicine (EM) continually evolve to ensure well-prepared trainees for these critical fields of healthcare. The objective of this study was to collect comprehensive feed-back from AIC and EM residents, comprising opinions and attitudes on: curriculum and structure of the residency program; scope of training environment, opportunities and complexity; training guidance and mentorship; teaching approach. An anonymous online cross-sectional survey was conducted among AIC and EM trainees during December 2023-January 2024 and June 2023-July 2023, respectively. Two hundred and thirty-five answers were collected: 137 (73/64 female/male) and 98 (55/43 female/male) respondents from the AIC and EM programs, respectively. Overall feed-back was equivalent for both residency programs, with differences related to the distinct characteristics of each medical specialty. The main issues identified across the programs were the need to improve and diversify the teaching approaches, with trainees' strong desire for more professional guidance, mentoring, and constant feed-back. The findings would inform decision-making beyond current residency programs in these critical care specialties, highlighting the need to design solutions for interactive and highly immersive educational experiences, such as simulation, augmented reality or virtual reality.

4.
Adv Med Educ Pract ; 15: 685-693, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39050118

RESUMO

Purpose: Sex and Gender-Based Medicine (SGBM) addresses the influence of sex and gender on health and healthcare, emphasizing personalized care. Integrating SGBM into medical education is challenging. This study examines the implementation of an SGBM course in an Israeli university during the first year of the medical school. Methods: The course integrated lectures, group work, online gender studies resources, workshops, teacher training, and essential literature. The curriculum spanned pre-clinical and clinical aspects, featuring seven 90-minute sessions. Surveys assessed course structure, content, and lecturers using a 5-point Likert scale and qualitative feedback. Quantitative analysis involved descriptive statistics, and thematic analysis was used for qualitative data. Results: Of the 84 students surveyed, 35 (41.7%) responded to the first part, and 30 (35.7%) to the second. The SGBM course received high satisfaction with an average score of 3.63, surpassing other first-year courses (average 3.21). Students appreciated the supportive academic atmosphere (mean score 4.20) and diverse teaching methods (mean score 4.03), while the development of feminist thinking was less appreciated (average score 3.49). Lecturers received high ratings (average score 4.33). Qualitative feedback highlighted the value of group work, the significance of the subject matter, and the helpfulness of supplementary videos. Students requested more content on contemporary issues like gender transition and patient perspectives. The feminist medicine aspect was contentious, with students seeking better gender balance and scientific evidence. Conclusion: Introducing SGBM into the first-year curriculum yielded positive results with high student satisfaction for content and lecturers. An expanded course module is planned, to be assessed at the end of the next academic year.

5.
BMC Med Educ ; 24(1): 788, 2024 Jul 23.
Artigo em Inglês | MEDLINE | ID: mdl-39044186

RESUMO

BACKGROUND: In medical education, new technologies like Virtual Reality (VR) are increasingly integrated to enhance digital learning. Originally used to train surgical procedures, now use cases also cover emergency scenarios and non-technical skills like clinical decision-making. This scoping review aims to provide an overview of VR in medical education, including requirements, advantages, disadvantages, as well as evaluation methods and respective study results to establish a foundation for future VR integration into medical curricula. METHODS: This review follows the updated JBI methodology for scoping reviews and adheres to the respective PRISMA extension. We included reviews in English or German language from 2012 to March 2022 that examine the use of VR in education for medical and nursing students, registered nurses, and qualified physicians. Data extraction focused on medical specialties, subjects, curricula, technical/didactic requirements, evaluation methods and study outcomes as well as advantages and disadvantages of VR. RESULTS: A total of 763 records were identified. After eligibility assessment, 69 studies were included. Nearly half of them were published between 2021 and 2022, predominantly from high-income countries. Most reviews focused on surgical training in laparoscopic and minimally invasive procedures (43.5%) and included studies with qualified physicians as participants (43.5%). Technical, didactic and organisational requirements were highlighted and evaluations covering performance time and quality, skills acquisition and validity, often showed positive outcomes. Accessibility, repeatability, cost-effectiveness, and improved skill development were reported as advantages, while financial challenges, technical limitations, lack of scientific evidence, and potential user discomfort were cited as disadvantages. DISCUSSION: Despite a high potential of VR in medical education, there are mandatory requirements for its integration into medical curricula addressing challenges related to finances, technical limitations, and didactic aspects. The reported lack of standardised and validated guidelines for evaluating VR training must be overcome to enable high-quality evidence for VR usage in medical education. Interdisciplinary teams of software developers, AI experts, designers, medical didactics experts and end users are required to design useful VR courses. Technical issues and compromised realism can be mitigated by further technological advancements.


Assuntos
Currículo , Educação Médica , Realidade Virtual , Humanos , Educação Médica/métodos , Competência Clínica
6.
Chirurgie (Heidelb) ; 2024 Jun 12.
Artigo em Alemão | MEDLINE | ID: mdl-38866960

RESUMO

The interdisciplinary additional advanced training in transplantation medicine (ZWB) has been passed with the (Model) Advanced Training Regulation 2018 and is now implemented in all federal states. It includes joint interdisciplinary contents that must be mastered by all disciplines and special skills that are specific to the individual disciplines. An organ-specific training is also possible. With its interdisciplinary approach the ZWB transplantation certification is pioneering the structure of modern transplantation centers and will thus further improve the quality of treatment for patients on the waiting lists for organ transplantation and for patients with transplanted organs.

7.
Med Trop Sante Int ; 4(1)2024 03 31.
Artigo em Francês | MEDLINE | ID: mdl-38846114

RESUMO

Healthcare discriminations based on one's ethnic background is increasingly being studied in medicine. The scale of the Covid-19 pandemic has played an important role in bringing them to light. Data, although scarce, exist in France. These discriminations have an impact on the care pathway and contribute to the renunciation of care by the most affected populations. The issue of discrimination is particularly relevant in infectious diseases. Although the epidemiology of infectious diseases is unevenly distributed worldwide, erroneous social representations are prevalent and expose to a harmful prejudice against migrants with regard to infectious diseases. The transmissible nature of some infectious diseases reinforces their stigmatizing potential. In this context, it seems important to discuss the dimension to be given to social determinants, geographical origin, phenotype, and ethnicity in teaching and medical reasoning. The English-speaking world uses the concept of "race" in a structural way, whereas this "international standard" has not been applied in France until now. To improve the care of people from minority groups, it seems important to better document and teach a more nuanced clinical reasoning based on origin, without neglecting the importance of collecting and taking into account social determinants of health and environmental factors.


Assuntos
COVID-19 , Doenças Transmissíveis , Medicina Tropical , Humanos , COVID-19/epidemiologia , França/epidemiologia , Doenças Transmissíveis/epidemiologia , Raciocínio Clínico , Preconceito , Determinantes Sociais da Saúde , Pandemias
8.
Rural Remote Health ; 24(2): 8725, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38909989

RESUMO

INTRODUCTION: The Northern Ontario School of Medicine University seeks to address rural physician shortages in Northern Ontario. One key strategy the school employs is the use of experiential learning placements embedded throughout its undergraduate curriculum. In second year, students embark on two 4-week placements in rural and remote communities. This study sought to explore the factors that contribute to a positive learning experience from the preceptor's perspective. METHODS: Semi-structured interviews were conducted with five community preceptors who have participated in these placements. Using the information from these interviews a survey was created and sent to another 15 preceptors. Data were analyzed using qualitative methods and frequencies. RESULTS: Three key themes were identified from both the interviews and survey data: the role of early rural and remote placements; the risks of these placements; and the need for a reciprocal relationship between institutions, preceptors, and students to create a positive learning environment. CONCLUSION: Preceptors value the opportunity to teach students, but the aims of these placements are not clear and preceptors and local hospitals need more workforce resources to make these experiences positive.


Assuntos
Preceptoria , Serviços de Saúde Rural , Humanos , Preceptoria/organização & administração , Serviços de Saúde Rural/organização & administração , Ontário , Entrevistas como Assunto , Educação de Graduação em Medicina/organização & administração , Estudantes de Medicina/psicologia , Estudantes de Medicina/estatística & dados numéricos , Área Carente de Assistência Médica
9.
J Ultrasound ; 2024 Jun 23.
Artigo em Inglês | MEDLINE | ID: mdl-38910220

RESUMO

PURPOSE: Central venous catheterization (CVC) carries inherent risks which can be mitigated through the use of appropriate ultrasound-guidance during needle insertion. This study aims to comprehensively understand patient anatomy as it is visualized during CVC by employing a semi-automated image analysis method to track the internal jugular vein and carotid artery throughout recorded ultrasound videos. METHODS: The ultrasound visualization of 50 CVC procedures were recorded at Penn State Health Milton S. Hershey Medical Center. The developed algorithm was used to detect the vessel edges, calculating metrics such as area, position, and eccentricity. RESULTS: Results show typical anatomical variations of the vein and artery, with the artery being more circular and posterior to the vein in most cases. Notably, two cases revealed atypical artery positions, emphasizing the algorithm's precision in detecting anomalies. Additionally, dynamic vessel properties were analyzed, with the vein compressing on average to 13.4% of its original size and the artery expanding by 13.2%. CONCLUSION: This study provides valuable insights which can be used to increase the accuracy of training simulations, thus enhancing medical education and procedural expertise. Furthermore, the novel approach of employing automated data analysis techniques to clinical recordings showcases the potential for continual assessment of patient anatomy, which could be useful in future advancements.

10.
Cureus ; 16(5): e60799, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38903271

RESUMO

As Designated Institutional Officer (LMB) and Program Director (EM) in a community teaching hospital, we are intimately involved with all aspects of Graduate Medical Education (GME) and find the rewarding part to consist of contributing towards the teaching of our future physicians, as well as the challenges imposed by the continuously evolving training requirements as set forth by the Accreditation Council for Graduate Medical Education (ACGME). While we are very aware of the standard training requisites that are put in place without exception for all accredited GME residency programs, whether they are part of a major (University) or minor (Community) teaching medical center, in this manuscript we are hoping to perhaps initiate a dialogue among clinical educators as to the future of graduate medical training, and how we as a medical community can commit to providing the best education experience for our residents, while preparing them to be the physicians our patients expect and deserve.

11.
Acta Med Philipp ; 58(10): 93-98, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38939418

RESUMO

Background: Teachers in medicine do not only teach scientific facts about health and disease to their learners but they are also looked up to as role models. Little is known about the qualities of consultant-faculty members who are regarded as role models by Filipino internal medicine residents. Objective: This study aimed to determine the reasons why consultant-faculty members are considered role models by Filipino internal medicine residents. Methods: A cross-sectional survey was conducted among internal medicine residents at a tertiary national university hospital in the Philippines. Participants were asked to give the reasons for citing consultant-faculty members who they consider as role models. Results: There were 81 residents who participated (93% response rate) who gave a total of 332 qualities as reasons for citing them as role models. The most commonly cited quality category was those of personal qualities (35.84% of all responses). This was followed by academic, clinical, teaching, leadership and research qualities. Physical qualities were the least cited (0.30% of all responses). Across the four batches of residents, personal qualities were consistently cited the most number of times, while physical qualities were consistently cited the least. Conclusion: Filipino internal medicine residents identified personal qualities as the most frequent reason for considering their consultant-faculty as role models.

12.
Afr J Prim Health Care Fam Med ; 16(1): e1-e4, 2024 Apr 22.
Artigo em Inglês | MEDLINE | ID: mdl-38708731

RESUMO

Longitudinal integrated clerkships (LICs) are effective in promoting careers in rural primary health care environments. This model of training medical professionals involves longer clinical placements of medical students and a different approach to learning which better prepares them for primary health care practice. Stellenbosch University created a LIC in 2011 for this purpose and has trained almost 100 doctors in their yearlong LIC since then. The past 12 years have brought about a lot of learning as this model of training was implemented, developed, and refined to suit the needs of students and the clinical environments.Contribution: Countries across the globe face challenges in recruiting and retaining doctors in rural primary health care environments. Longitudinal integrated clerkships have several educational benefits in addition to increase recruitment and retention of rural doctors, and 12 years of experience have led to a greater understanding regarding implementation and outcomes of an LIC in the South African context.


Assuntos
Estágio Clínico , Serviços de Saúde Rural , Estudantes de Medicina , Humanos , África do Sul , Atenção Primária à Saúde , Educação de Graduação em Medicina , Escolha da Profissão
13.
Clin Otolaryngol ; 2024 May 12.
Artigo em Inglês | MEDLINE | ID: mdl-38735751

RESUMO

OBJECTIVE: Three-dimensional (3D) endoscopy has been developed to provide depth perception to allow for improved visualisation during otolaryngology surgery. We conducted a systematic review to determine the surgical safety and efficacy of 3D endoscopy in comparison to two-dimensional (2D) endoscopy in performing otolaryngology procedures, and the role of 3D endoscopy as a training tool for novice otolaryngology surgeons. METHODS: Primary studies were identified through MEDLINE, Embase and Web of Science databases, which were searched for articles published through June 2022 that compared the outcomes of 2D and 3D endoscopy in otolaryngology surgical procedures or otolaryngology-relevant simulations. Candidate articles were independently reviewed by two authors. RESULTS: A total of 18 full-text articles met inclusion criteria for this study. In clinical trials (n = 8 studies, 362 subjects), there were no significant differences in performance time, intraoperative or postoperative complications with 3D endoscopes when compared to 2D. In simulation studies (n = 10 studies, 336 participants), 3D endoscopes demonstrated a decreased error rate (n = 5 studies) and shorter performance time (n = 3 studies). Studies also reported improved depth perception (n = 14 studies) and visualisation preference (n = 5 studies) with 3D over 2D systems. The 3D systems were found to have a shorter learning curve and better manoeuvrability among novice surgeons. CONCLUSION: 3D endoscopy showed equivalent safety and efficacy compared to 2D endoscopy in otolaryngology surgery. The improved depth perception and performance for novices using 3D endoscopes suggests the technology may be superior to 2D endoscopes as a training tool for otolaryngology surgeons.

14.
J Surg Res ; 299: 76-84, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38718687

RESUMO

INTRODUCTION: Medical careers increase infertility risks and pregnancy complications. Residents often postpone pregnancy, contributing to these risks. Limited data exist regarding residents' family planning concerns. This study aims to evaluate fertility concerns and family planning during residency via a survey of residents and attending physicians. METHODS: Anonymous online surveys were distributed to all residents (n = 1030) and attending physicians (n = 1111) at a large, urban, single-campus academic hospital center. Data analysis was performed using chi-square analysis with significance at P < 0.05. RESULTS: Two hundred nine residents and 111 attendings submitted responses. Most respondents were female (74.7%). Slightly more than one-quarter of respondents were from a surgical specialty (26.6%). Residents compared to attending physicians indicated a higher concern for infertility during (57.4% versus 38.3%, P = 0.006) and after residency (68.9% versus 51.9%, P = 0.011) and a greater concern about pregnancy complications (67.8% versus 38.0%, P < 0.001). Most respondents felt pregnancy could negatively affect their training (67.3%). Surgical respondents were more concerned about the negative effects on colleagues (68.8% versus 51.1%, P = 0.045). Residents considered oocyte preservation more (57.9% versus 20.3%, P < 0.001). Respondents in surgical specialties had more concerns for fertility after residency (72.6% versus 57.9%, P = 0.033). Those in surgical fields trended for consideration of oocyte preservation (53.4% versus 39.7%, P = 0.084). Most respondents reported a need for education on oocyte preservation during residency (94.5%). CONCLUSIONS: Residents have increasing concerns about fertility and family planning related to their training. In addition to more institutional and residency program support, residents desire dedicated fertility and family planning education, such as oocyte preservation, as part of their curriculum.


Assuntos
Internato e Residência , Humanos , Internato e Residência/estatística & dados numéricos , Feminino , Masculino , Adulto , Inquéritos e Questionários/estatística & dados numéricos , Gravidez , Atitude do Pessoal de Saúde , Infertilidade/terapia , Serviços de Planejamento Familiar/estatística & dados numéricos , Fertilidade
15.
Ann Fam Med ; 22(3): 237-243, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38806264

RESUMO

Academic practices and departments are defined by a tripartite mission of care, education, and research, conceived as being mutually reinforcing. But in practice, academic faculty have often experienced these 3 missions as competing rather than complementary priorities. This siloed approach has interfered with innovation as a learning health system in which the tripartite missions reinforce each other in practical ways. This paper presents a longitudinal case example of harmonizing academic missions in a large family medicine department so that missions and people interact in mutually beneficial ways to create value for patients, learners, and faculty. We describe specific experiences, implementation, and examples of harmonizing missions as a feasible strategy and culture. "Harmonized" means that no one mission subordinates or drives out the others; each mission informs and strengthens the others (quickly in practice) while faculty experience the triparate mission as a coherent whole faculty job. Because an academic department is a complex system of work and relationships, concepts for leading a complex adaptive system were employed: (1) a "good enough" vision, (2) frequent and productive interactions, and (3) a few simple rules. These helped people harmonize their work without telling them exactly what to do, when, and how. Our goal here is to highlight concrete examples of harmonizing missions as a feasible operating method, suggesting ways it builds a foundation for a learning health system and potentially improving faculty well-being.


Assuntos
Docentes de Medicina , Medicina de Família e Comunidade , Medicina de Família e Comunidade/educação , Humanos , Estudos Longitudinais , Centros Médicos Acadêmicos/organização & administração , Estudos de Casos Organizacionais , Objetivos Organizacionais
16.
J Commun Healthc ; : 1-9, 2024 May 02.
Artigo em Inglês | MEDLINE | ID: mdl-38695767

RESUMO

BACKGROUND: The COVID-19 pandemic introduced a myriad of changes that negatively impacted resident physicians' well-being. Communication from program leadership may mitigate resident stress during times of crisis, yet literature supporting this premise is scant, and best communication practices remain uncertain. This qualitative study aimed to identify stressors to residents and explore the influence of residency program leadership's communication on emotional stress during the COVID-19 pandemic. METHODS: Informed by Kotter's 8-step management model to support resident well-being, this qualitative study used grounded theory methods to interview 25 residents from three training programs (Pediatrics, Internal Medicine, and Medicine-Pediatrics) on a single academic medical campus from May-September 2020. Four investigators coded the data using the constant comparative analysis. Sampling continued until reaching thematic saturation. Codes were built using an iterative approach and organized into themes. Discrepancies were resolved by consensus discussion among investigators. RESULTS: Residents described increased stress levels, the all-consuming nature of COVID-19, mixed emotions about their role as healthcare providers, new coping mechanisms, and changes to their education and work environment that impacted stress. Communication from leadership to residents during the pandemic varied. Effective communication helped mitigate stress; perceived suboptimal communication exacerbated stress. Who was communicating, methods of communication, and content of communication influenced resident stress. CONCLUSIONS: The COVID-19 pandemic introduced new stressors and challenges to residents. The perception of leadership communication played a critical role in mitigating or exacerbating resident stress. We propose a communication framework ("Who? What? Where? When? How?") that residency leadership can utilize during times of crisis.

17.
GMS J Med Educ ; 41(2): Doc21, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38779696

RESUMO

Aim: Training decisions are viewed as a problem by the majority of medical students.In the present study we compared sociodemographic and psychological characteristics of students who are interested in surgical training to those who preferred a non-surgical specialty. Furthermore, we examined whether students who wish to be trained as surgeons performed better than their non-surgical counterparts in a course designed to acquire skills in minimally invasive surgery. Method: From October 2020 to January 2021 we performed a cross-sectional survey among 116 medical students prior to their year of practical training at Christian-Albrechts University in Kiel. Based on their intended field of specialization, the students were divided into a non-surgical and a surgical group. Sociodemographic and psychological characteristics such as self-efficacy expectations, resilience and stress perception were evaluated and compared between groups. Simultaneously, we compared their surgical performance in two laparoscopic exercises and their self-assessment as surgeons. Statistical differences between the training groups were determined by the Mann-Whitney U test or Pearson's Chi square test. Results: Ninety-two students participated in the study, of whom 64.1% intended to train in a non-surgical specialty and 35.9% in a surgical specialty. Students who wished to be trained as surgeons had higher general self-efficacy expectations (p<0.001) and greater resilience (p=0.009). However, on comparison they had a lower stress level (p=0.047). The inter-group comparison of training results and self-assessment as surgeons revealed no unequivocal differences in surgical performance. Conclusion: Interest in surgical specialties is correlated, among other factors, with the strength of psychological skills such as general self-efficacy expectations, resilience and stress perception. Early attention to these psychological resources in academic training might assist medical students in future career choices.


Assuntos
Escolha da Profissão , Autoeficácia , Estudantes de Medicina , Cirurgiões , Humanos , Estudantes de Medicina/psicologia , Estudantes de Medicina/estatística & dados numéricos , Estudos Transversais , Feminino , Masculino , Cirurgiões/psicologia , Cirurgiões/educação , Cirurgiões/estatística & dados numéricos , Adulto , Inquéritos e Questionários , Faculdades de Medicina , Resiliência Psicológica , Educação de Graduação em Medicina/métodos , Adulto Jovem
18.
Ir J Med Sci ; 2024 May 24.
Artigo em Inglês | MEDLINE | ID: mdl-38782856

RESUMO

Confronted by the many barriers and deficiencies which currently face those responsible for the training of doctors, the concept of a logic model applied in real time may seem aspirational. However, several of the necessary of logic-based practices are already in place - these include quantified training effect and performance, learning analytics, and applied reflective practice. A nationally or internationally co-ordinated effort is required to harness these disciplines (which currently exist disparately) to create a sustainable and effective training system which is adaptive to its own performance and to society's changing needs. This will mean making better use of the data currently being generated by and around training, and its presentation in a timely and comprehensible form to the person(s) who is responsible, prepared, and able to use it to best effect.

20.
JMIR Med Inform ; 12: e53787, 2024 May 10.
Artigo em Inglês | MEDLINE | ID: mdl-38728687

RESUMO

BACKGROUND: Artificial intelligence (AI), more specifically large language models (LLMs), holds significant potential in revolutionizing emergency care delivery by optimizing clinical workflows and enhancing the quality of decision-making. Although enthusiasm for integrating LLMs into emergency medicine (EM) is growing, the existing literature is characterized by a disparate collection of individual studies, conceptual analyses, and preliminary implementations. Given these complexities and gaps in understanding, a cohesive framework is needed to comprehend the existing body of knowledge on the application of LLMs in EM. OBJECTIVE: Given the absence of a comprehensive framework for exploring the roles of LLMs in EM, this scoping review aims to systematically map the existing literature on LLMs' potential applications within EM and identify directions for future research. Addressing this gap will allow for informed advancements in the field. METHODS: Using PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) criteria, we searched Ovid MEDLINE, Embase, Web of Science, and Google Scholar for papers published between January 2018 and August 2023 that discussed LLMs' use in EM. We excluded other forms of AI. A total of 1994 unique titles and abstracts were screened, and each full-text paper was independently reviewed by 2 authors. Data were abstracted independently, and 5 authors performed a collaborative quantitative and qualitative synthesis of the data. RESULTS: A total of 43 papers were included. Studies were predominantly from 2022 to 2023 and conducted in the United States and China. We uncovered four major themes: (1) clinical decision-making and support was highlighted as a pivotal area, with LLMs playing a substantial role in enhancing patient care, notably through their application in real-time triage, allowing early recognition of patient urgency; (2) efficiency, workflow, and information management demonstrated the capacity of LLMs to significantly boost operational efficiency, particularly through the automation of patient record synthesis, which could reduce administrative burden and enhance patient-centric care; (3) risks, ethics, and transparency were identified as areas of concern, especially regarding the reliability of LLMs' outputs, and specific studies highlighted the challenges of ensuring unbiased decision-making amidst potentially flawed training data sets, stressing the importance of thorough validation and ethical oversight; and (4) education and communication possibilities included LLMs' capacity to enrich medical training, such as through using simulated patient interactions that enhance communication skills. CONCLUSIONS: LLMs have the potential to fundamentally transform EM, enhancing clinical decision-making, optimizing workflows, and improving patient outcomes. This review sets the stage for future advancements by identifying key research areas: prospective validation of LLM applications, establishing standards for responsible use, understanding provider and patient perceptions, and improving physicians' AI literacy. Effective integration of LLMs into EM will require collaborative efforts and thorough evaluation to ensure these technologies can be safely and effectively applied.

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