Semi-supervised Ensemble Learning for Automatic Interpretation of Lung Ultrasound Videos.

Point-of-care ultrasound (POCUS) stands as a safe, portable, and cost-effective imaging modality for swift bedside patient examinations. Specifically, lung ultrasonography (LUS) has proven useful in evaluating both acute and chronic pulmonary conditions. Despite its clinical value, automatic LUS interpretation remains relatively unexplored, particularly in multi-label contexts.

Connect or detach: A transformative experience for medical students in end-of-life care.

Context: At the beginning of clinical practice, medical students face complex end-of-life (EoL) decisions, such as limiting life-sustaining therapies, which may precipitate emotionally charged moral dilemmas. Previous research shows these dilemmas may cause identity dissonance and impact students' personal and professional development. Despite the prevalence of such dilemmas, medical educators have limited insight into how students navigate these often emotional experiences.

An evidence-informed pedagogical approach to support professional identity formation in medical students: AMEE Guide No. 171.

There is a long and impressive scholarly history evidencing why it is important to address professional identity formation (PIF) in medical curricula. In this AMEE Guide, the authors present an evidence-informed pedagogical approach to assist educators in developing educational practices to foster a healthy PIF in medical students. The authors first describe the theoretical framework that underpin this approach.

Adopting a pedagogy of connection for medical education.

In this article, we propose developing a "pedagogy of connection" based on the history and evolution of medical education in Brazil. This pedagogy emerged from the intersection of the healthcare and higher educational systems, both dedicated to the principles of social justice and universal access, in response to the country's efforts to address the enduring impacts of slavery and social inequality. Following the "Sanitary Reformation" movement-a foundational moment for Brazil's healthcare and medical education systems-Brazil established the Unified Public Healthcare System (Sistema Único de Saúde - SUS).

When Play Reveals the Ache: Introducing Co-constructive Patient Simulation for Narrative Practitioners in Medical Education.

Despite the ubiquity of healthcare simulation and the humanities in medical education, the two domains of learning remain unintegrated. The stories suffused within healthcare simulation have thus remained unshaped by the developments of narrative medicine and the health humanities. Healthcare simulation, in turn, has yet to utilize concepts like co-construction and narrative competence to enrich learners' understanding of patient experience alongside their clinical competencies.

All You Need Is Music: Supporting Medical Students' Emotional Development With a Music-Based Pedagogy.

Problem: Although the practice of medicine is often emotionally challenging, medical curricula seldom systematically address the emotional development of medical students. To fill this gap, the authors developed and evaluated an innovative pedagogical activity based on music to nurture medical students' emotional development. The authors believe that the metaphoric nature of music offers an efficient venue for exploring emotion perception, expression, and regulation.

Role of knowledge and reasoning processes as predictors of resident physicians' susceptibility to anchoring bias in diagnostic reasoning: a randomised controlled experiment.

Background: Diagnostic errors have been attributed to reasoning flaws caused by cognitive biases. While experiments have shown bias to cause errors, physicians of similar expertise differed in susceptibility to bias. Resisting bias is often said to depend on engaging analytical reasoning, disregarding the influence of knowledge.

Harnessing student feedback to transform teachers: Role of emotions and relationships.

Introduction: Feedback is crucial to promote learning and improve performance. However, we lack a nuanced understanding of how medical teachers reflect on and internalise (or not) student feedback (SF). This study aims to fill this gap by exploring how teachers make sense of SF to improve their performance and nurture their personal and professional development.

Family dyads, emotional labor, and holding environments in the simulated encounter: co-constructive patient simulation as a reflective tool in child and adolescent psychiatry training.

Background: Patient simulation has been used in medical education to provide a safe and supportive learning environment for learners to practice clinical and interpersonal skills. However, simulation involving pediatric populations, particularly in child and adolescent psychiatry, is rare and generally does not reflect the child-caregiver dyad or the longitudinal aspects of this care, nor does it provide learners with an opportunity to engage with and reflect on these dynamics.

Methods: We organized as an educational opportunity a series of seven observed patient simulation sessions with a cohort of a dozen child and adolescent psychiatrists (eight fellows approaching graduation and four senior educators).

Anti-Black racism in clinical supervision: asynchronous simulated encounters facilitate reflective practice.

Background Racist interactions in clinical practice remain a pervasive reality for Black healthcare providers. We sought to develop a framework to inform supervisors' actions when confronting racism in clinical practice and protecting trainees under their oversight. Methods We conducted a qualitative study in which experienced supervisors responded to seven short, videotaped interactions between: 1) Black trainees and a simulated patient (SP) in a racist role; 2) the trainees and their respective supervisors; and 3) the trainees and their supervisors together with the SP.

Co-Constructive Patient Simulation as an Experiential Tool for Continuing Professional Development in Healthcare.

In this commentary, we examine how to use the recently developed educational method called Co-constructive Patient Simulation (CCPS) to improve continuous professional development in healthcare. CCPS invites learners to participate in the creation of meaningful simulated scenarios while fostering reflection-in/on/for-action and community-building. By participating in the creation of the simulated scenarios, learners guarantee that the challenges addressed by the learning activities are aligned with their developmental stages and needs.

Exploring Medical Students' Learning Around Uncertainty Management Using a Digital Educational Escape Room: A Design-based Research Approach.

Introduction: Medical professionals meet many transitions during their careers, and must learn to adjust rapidly to unfamiliar workplaces and teams. This study investigated the use of a digital educational escape room (DEER) in facilitating medical students' learning around managing uncertainty in transitioning from classroom to clinical placement.

Methods: We used design-based research to explore the design, build, and test of a DEER, as well as gain insight into how these novel learning environments work, using Community of Inquiry (CoI) as a guiding conceptual framework.

Building digital escape rooms for learning: From theory to practice.

Digital games are increasingly used to support learning across a diverse range of cognitive, affective and psychomotor domains in health professions education. Game-based learning will likely become an important competency for educators. However, educators can perceive game building as out of their reach due to a lack of expertise in digital technology.

"Every day that I stay at home, it's another day blaming myself for not being at #Frontline"-Understanding medical students' sacrifices during COVID-19 Pandemic.

COVID-19 struck the world and stretched the healthcare system and professionals. Medical students engaged in the pandemic effort, making personal and professional sacrifices. However, the impact of these sacrifices on students` professional development is still unknown.

Palliative care in emergency care: invoking Kairos and rethinking health care systems.

Acute crises of decompensation of a chronic disease are, in most cases, handled in an Emergency Room setting. In these services, emergency care professionals face several challenges, such as incomplete information on the patient's disease, scarce resources, and the pressure of having to make decisions in a short time. In this context, what can be done to provide patient-centered care that is at the same time technically appropriate and aligned with their values? Understanding the patient's situation in relation to their disease; talking to the patient about their clinical condition, comprehending their values and feelings; and understanding time as Kairos - that is, the time of the consultation as an opportunity to understand the patient's needs and build a shared therapeutic plan - are possible solutions to this challenge.

The Effect of Information Presentation Order on Residents' Diagnostic Accuracy of Online Simulated Patients With Chest Pain.

Background: Physicians may receive diagnostic information in different orders, and there is a lack of empirical evidence that the order of presentation may influence clinical reasoning.

Objective: We investigated whether diagnostic accuracy of chest pain cases is influenced by the order of presentation of the history and electrocardiogram (EKG) to cardiology residents.

Methods: We conducted an experimental study during a resident training in 2019.

Implementation and Assessment of Lung Ultrasound Training Curriculum for Physiotherapists With a Focus on Image Acquisition and Calculation of an Aeration Score.

Described here is the implementation of a lung ultrasound course for physiotherapists focused on the acquisition and retention of knowledge and skills. Initially, we provided online lectures in a virtual learning environment (VLE), in which we taught the semiquantification of edema through a lung ultrasound score (LUS). Afterward, the physiotherapists participated in face-to-face lectures (which resumed the online lectures), followed by hands-on training and simulation with ultrasound.

Together or not together: Paving the way to boundary crossing.

The authors discuss how interprofessional education could ease the transition into collaborative practice by laying the foundation for interprofessional boundary crossing, suggesting that virtual IPE be used to nurture interprofessional feedback‐seeking behaviours.

Reduced physical functional performance before hospitalization predicts life support limitations and mortality in nonsurgical intensive care unit patients.

Objective: To assess whether scales of physical functional performance and the surprise question ("Would I be surprised if this patient died in 6 months?") predict life support limitations and mortality in critically ill nonsurgical patients.

Methods: We included 114 patients admitted from the Emergency Department to an intensive care unit in this prospective cohort. Physical functional performance was assessed by the Palliative Prognostic Score, Karnofsky Performance Status, and the Katz Activities of Daily Living scale.

Social justice in medical education: inclusion is not enough-it's just the first step.

Introduction: Medical schools worldwide are creating inclusion policies to increase the admission of students from vulnerable social groups. This study explores how medical students from vulnerable social groups experience belongingness as they join the medical community.

Methods: This qualitative study applied thematic analysis to 10 interviews with medical students admitted to one medical school through an affirmative policy.