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Introduction/purpose: As the frequency and morbidity of musculoskeletal (MSK) disorders increase, the use of MSK ultrasound has become an important diagnostic and procedural tool. This has amplified the importance of quality MSK ultrasound training for medical professionals. This systematic review evaluated and compared peer-reviewed journal articles on learning methodologies for MSK ultrasound training., Methods: Thirty-three articles met inclusion and exclusion criteria and were evaluated., Results: Results showed a lack of randomised studies that compared learning methodologies., Conclusion: There was wide variability of methodology used based on educational and institutional needs. Further randomised control trials need to be conducted to ascertain best educational practices., (© 2024 Australasian Society for Ultrasound in Medicine.)

Objective: This study compared the effectiveness of traditional lectures and microvideos in teaching baclofen pump programming and refilling to physicians who have completed less than 10 refills for the previous 2 yrs., Design: A mixed-method approach was used with 60 participating physicians specializing in physical medicine and rehabilitation or pain management. Preintervention and postintervention assessments were conducted using a rubric, and the participants' perceptions and preferences were gathered through focus group sessions., Results: Two thirds of the participants specialized in physical medicine and rehabilitation. No significant differences in the preintervention, postintervention, or knowledge retention scores were found between the traditional lecture and microvideo groups. Both methods demonstrated comparable effectiveness in improving the baclofen pump refilling and programming skills. Qualitatively, participants perceived both approaches as equally helpful, but those in the microvideo group raised concerns because of instructors' unavailability and online platform navigation. Nevertheless, they preferred the convenience, accessibility, and time efficiency of the microvideos., Conclusions: The study concluded that microvideos are an effective alternative to traditional lectures for acquiring knowledge on baclofen pump programming and refilling. Further research should consider learners' characteristics and investigate the benefits of blended learning in medical education., Competing Interests: Financial disclosure statements have been obtained, and no conflicts of interest have been reported by the authors or by any individuals in control of the content of this article., (Copyright © 2023 Wolters Kluwer Health, Inc. All rights reserved.)

Objective: Artificial intelligence (AI) holds the potential to make significant advancements in pathology. However, its actual implementation and certification for practical use are currently limited, often due to challenges related to model transferability. In this context, we investigate the factors influencing transferability and present methods aimed at enhancing the utilization of AI algorithms in pathology., Materials and Methods: Various convolutional neural networks (CNNs) and vision transformers (ViTs) were trained using datasets from two institutions, along with the publicly available TCGA-MIBC dataset. These networks conducted predictions in urothelial tissue and intrahepatic cholangiocarcinoma (iCCA). The objective was to illustrate the impact of stain normalization, the influence of various artifacts during both training and testing, as well as the effects of the NoisyEnsemble method., Results: We were able to demonstrate that stain normalization of slides from different institutions has a significant positive effect on the inter-institutional transferability of CNNs and ViTs (respectively +13% and +10%). In addition, ViTs usually achieve a higher accuracy in the external test (here +1.5%). Similarly, we showcased how artifacts in test data can negatively affect CNN predictions and how incorporating these artifacts during training leads to improvements. Lastly, NoisyEnsembles of CNNs (better than ViTs) were shown to enhance transferability across different tissues and research questions (+7% Bladder, +15% iCCA)., Discussion: It is crucial to be aware of the transferability challenge: achieving good performance during development does not necessarily translate to good performance in real-world applications. The inclusion of existing methods to enhance transferability, such as stain normalization and NoisyEnsemble, and their ongoing refinement, is of importance., (© 2024. The Author(s).)

Objective: To describe the process of revising the Pain Medicine Milestones 1.0 and implementing changes into the Pain Medicine Milestones 2.0 along with implications for pain medicine trainees., Background: Competency-based medical education has been implemented in graduate medical education, including pain medicine. Milestones 1.0, introduced by the Accreditation Council for Graduate Medical Education (ACGME), has been used to assess learners in six competencies and respective sub-competencies. Recognizing areas for improvement in Milestones 1.0, the ACGME initiated the process of Milestones 2.0 and a working group was created to execute this task for pain medicine. The working group discussed revisions; consensus was sought when changes were introduced. Final milestones were agreed upon and made available for public comment prior to publication., Results: Redundant sub-competencies were either merged or eliminated, reducing the number of sub-competencies. A maximum of three rows representing skill, knowledge, behavior and attitude were included for each sub-competency. Harmonized Milestones, aligning with other specialties in a predetermined ACGME framework, were adopted and modified to meet the needs of pain medicine. A supplemental guide was developed to assist educators in implementation of Milestones 2.0 and assessment of trainees., Conclusions: The intent of the Milestones 2.0 was to create an improved tool that is comprehensive, easier to utilize, and of increased value for pain medicine training programs. It is expected that implementation of Milestones 2.0 will streamline pain medicine trainee assessments by educators and prepare trainees for the future practice of pain medicine while serving to be the foundation of an iterative process to match the evolution of the specialty., (© The Author(s) 2023. Published by Oxford University Press on behalf of the American Academy of Pain Medicine. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.)

Abstract: Increasing medical student exposure to physical medicine and rehabilitation is an important factor for future growth of the field. Therefore, it is important to determine which types of interventions during medical school have the greatest impact on medical students' decision to pursue a career in physical medicine and rehabilitation. The purpose of this study is to perform a scoping review of the current literature that has analyzed how different interventions and experiences impact medical school students' decision to pursue a career in physical medicine and rehabilitation. A systematic and comprehensive search strategy was implemented across five different journal databases and yielded 18 articles meeting the inclusion criteria. Most studies analyzing specific interventions looked only at presurvey and postsurvey comparisons of the immediate impact of the intervention on interest in physical medicine and rehabilitation, and few looked at longitudinal outcomes, such as match characteristics. The most frequently cited factor that was shown to positively impact interest in physical medicine and rehabilitation was early exposure. Participating in clinical rotations also had a positive impact but was most effective when combined with early exposure. This review highlights the need for national recommendations for integrating physical medicine and rehabilitation into all 4 yrs of medical education., Competing Interests: Financial disclosure statements have been obtained, and no conflicts of interest have been reported by the authors or by any individuals in control of the content of this article., (Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.)

Abstract: Opportunities for early medical student exposure to the field of physical medicine and rehabilitation (PM&R) are desirable for promoting the field as a career choice and are useful for introducing students to the care of people with disabilities. The COVID-19 pandemic disrupted medical education and caused the cancellation of many in-person clinical programs, including the Medical Student Summer Clinical Externship in PM&R supported by the Association of Academic Physiatrists. This article describes the process by which an in-person summer clinical externship program was effectively converted into a Virtual PM&R Experience using a combination of independent assignments and small-group sessions. A total of 87 medical students completed the Virtual PM&R Experience over two summers. The participants of the program met the program learning objectives, including enhancing their understanding of physiatry as a career and recognizing the medical and social issues that affect persons with disability., Competing Interests: Financial disclosure statements have been obtained, and no conflicts of interest have been reported by the authors or by any individuals in control of the content of this article., (Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.)

There is a lot of recent interest in the field of computational pathology, as many algorithms are introduced to detect, for example, cancer lesions or molecular features. However, there is a large gap between artificial intelligence (AI) technology and practice, since only a small fraction of the applications is used in routine diagnostics. The main problems are the transferability of convolutional neural network (CNN) models to data from other sources and the identification of uncertain predictions. The role of tissue quality itself is also largely unknown. Here, we demonstrated that samples of the TCGA ovarian cancer (TCGA-OV) dataset from different tissue sources have different quality characteristics and that CNN performance is linked to this property. CNNs performed best on high-quality data. Quality control tools were partially able to identify low-quality tiles, but their use did not increase the performance of the trained CNNs. Furthermore, we trained NoisyEnsembles by introducing label noise during training. These NoisyEnsembles could improve CNN performance for low-quality, unknown datasets. Moreover, the performance increases as the ensemble become more consistent, suggesting that incorrect predictions could be discarded efficiently to avoid wrong diagnostic decisions., Competing Interests: Author PW has received consulting fees and honoraria direct/institutional for lectures from Bayer, Janssen-Cilag, Novartis, Roche, MSD, Astellas Pharma, Bristol-Myers Squibb, Hedera Dx, Thermo Fisher Scientific, Molecular Health, Sophia Genetics, Qiagen, Eli Lilly, Myriad, and Astra Zeneca. He has received research funding from Astra Zeneca and Thermo Fisher. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2022 Mayer, Gretser, Heckmann, Ziegler, Walter, Reis, Bankov, Becker, Triesch, Wild and Flinner.)

Abstract: The Medical Student Summer Clinical Externship is an 8-wk program hosted by the Association of Academic Physiatrists and offered to first year medical students. Various institutions sponsor participants and provide clinical exposure and mentorship opportunities to promote interest in the field. The program has had more than 100 medical student participants. Students were asked to complete a preparticipation and postparticipation survey. Results revealed a statistically significant increase in interest in physiatry and participants' scores for comfort and experience level in obtaining a history of present illness, general physical examination, and managing developmental, musculoskeletal, and neurologic disabilities. The Medical Student Summer Clinical Externship program provides an opportunity for mentorship and exposure to various subspecialties that likely reinforces student interest in those who are predisposed to physiatry. Students' increased comfort level in treating patients with developmental, musculoskeletal, and neurologic disabilities may lead to improvements in the quality of and access to care received by these populations. All participants gain an increased awareness of the scope of practice of physiatry that will hopefully lead to the increased integration of physical medicine and rehabilitation into the care plans and as a standard of care for patients who might greatly benefit., Competing Interests: Financial disclosure statements have been obtained, and no conflicts of interest have been reported by the authors or by any individuals in control of the content of this article., (Copyright © 2022 Wolters Kluwer Health, Inc. All rights reserved.)

In gastric cancer (GC), there are four molecular subclasses that indicate whether patients respond to chemotherapy or immunotherapy, according to the TCGA. In clinical practice, however, not every patient undergoes molecular testing. Many laboratories have used well-implemented in situ techniques (IHC and EBER-ISH) to determine the subclasses in their cohorts. Although multiple stains are used, we show that a staining approach is unable to correctly discriminate all subclasses. As an alternative, we trained an ensemble convolutional neuronal network using bagging that can predict the molecular subclass directly from hematoxylin-eosin histology. We also identified patients with predicted intra-tumoral heterogeneity or with features from multiple subclasses, which challenges the postulated TCGA-based decision tree for GC subtyping. In the future, deep learning may enable targeted testing for molecular subtypes and targeted therapy for a broader group of GC patients. © 2022 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland., (© 2022 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.)

The survival rate of cancer is increasing as treatment improves. As patients with cancer now live longer, impairments may arise that impact quality of life (QOL) and function. Therefore, a focus on QOL is often as important as survival. An interdisciplinary team can achieve goal-oriented and patient-centered rehabilitation, which can optimize function and QOL, and minimize impairments, restrictions, and activity limitations. In most cases, cancer patients must be active participants in therapy and exhibit carryover. Patients with cancer often have impairments that include fatigue, pain, brain fog, impaired cognition, paresis, mood disorders, difficulty with activities of daily living (ADL), bowel/bladder/sexual dysfunction, and bone and soft tissue involvement. Adaptive equipment, exercise, and ADL training can mitigate restrictions on activity. The trajectory and phase of the disease along the continuum of cancer care may influence the goals of rehabilitation in that time window. QOL is often influenced by participation in vocational, recreational, and home-based activities. A holistic perspective should include an analysis of distress, socioeconomic barriers, and transportation limitations when addressing issues.

In the United States, we are blessed with many options for postacute care: inpatient rehabilitation facilities, long-term acute care hospitals, skilled nursing facilities, home health agencies, and outpatient rehabilitation. However, choosing the appropriate level of care can be a daunting task. It requires interdisciplinary input and involvement of all stakeholders. The decision should be informed by outcomes data specific to the patient's diagnosis, impairments, and psychosocial supports., Competing Interests: Disclosure The authors have nothing to disclose., (Copyright © 2019 Elsevier Inc. All rights reserved.)

People with disabilities constitute 22.2% of the population in the United States, and virtually all physicians have people with disabilities in their clinical practice across a wide range of diagnostic groups. However, studies demonstrate that people with disabilities are inadequately served by the health care system, leading to high costs and poor outcomes. The authors argue that one cause of this discrepancy is that medical students receive limited training in the care of people with disabilities and may therefore not be able to adequately meet the competencies that underlie the Core Entrustable Professional Activities for Entering Residency. To address these gaps, the authors present practical examples of integrating concepts of disability into the curriculum with minimal additional time requirements. A comprehensive disability curriculum is suggested to include active classroom learning, clinical, and community-based experiences. At institutions that do not have a comprehensive curriculum, the authors recommend adding disability-related knowledge and skill acquisition to existing curricula through modifications to current case-based learning, simulated patients, and objective structured clinical examinations. To facilitate curriculum development, they recommend that the World Health Organization International Classification of Functioning, Disability, and Health be used as a tool to build disability concepts into active learning. The goal of these recommended curricular changes is to enhance student performance in the clinical management of people with disabilities and to better train all future physicians in the care of this population.

Purpose: Inadequate pain management training has been reported as a major cause of undertreatment of cancer pain. Yet, past research has not comprehensively compared the quality of cancer pain management education among physicians in training in high-resource countries (HRCs) with those in low-resource countries (LRCs). The purpose of this study was to examine and compare gaps in cancer pain management education among physician trainees in an HRC (United States) versus an LRC (Ghana)., Methods: A cross section of physicians at four major academic medical centers completed surveys about the adequacy of cancer pain training. Participation in the study was completely voluntary, and paper or online surveys were completed anonymously., Results: The response rate was 60% (N = 120). Major gaps were identified in cancer pain management education across the spectrum of medical school training. Training was rated as inadequate (by approximately 80% of trainees), although approximately 10% more trainees in HRCs versus LRCs felt this way; 35% said residency training was inadequate in both settings; and 50% in LRCs versus 44% in HRCs said fellowship training was less than good. On the basis of the lowest group means, the three key areas of perceived deficits included interventional pain procedures (2.34 ± 1.12), palliative care interventions (2.39 ± 1.12), and managing procedural and postoperative pain (2.94 ± 0.97), with significant differences in the distribution of deficits in 15 cancer-pain competencies between LRCs and HRCs ( P < .05)., Conclusion: This study identifies priority areas that could be targeted synergistically by LRCs and HRCs to advance cancer care globally. The findings underscore differential opportunities to broaden and improve competencies in cancer pain management via exchange training, in which physicians from HRCs spend time in LRCs and vice versa., Competing Interests: Authors' disclosures of potential conflicts of interest and contributions are found at the end of this article.The following represents disclosure information provided by authors of this manuscript. All relationships are considered compensated. Relationships are self-held unless noted. I = Immediate Family Member, Inst = My Institution. Relationships may not relate to the subject matter of this manuscript. For more information about ASCO's conflict of interest policy, please refer to www.asco.org/rwc or ascopubs.org/jco/site/ifc. Charles Amoatey OdonkorNo relationship to discloseErnest Osei-BonsuNo relationship to discloseOswald TettehNo relationship to discloseAndy HaigEmployment: Mary Free Bed Rehabilitation HospitalRobert Samuel MayerNo relationship to discloseThomas J. SmithStock or Other Ownership: UnitedHealthcare