Health system-scale language models are all-purpose prediction engines.

Physicians make critical time-constrained decisions every day. Clinical predictive models can help physicians and administrators make decisions by forecasting clinical and operational events. Existing structured data-based clinical predictive models have limited use in everyday practice owing to complexity in data processing, as well as model development and deployment1-3. Here we show that unstructured clinical notes from the electronic health record can enable the training of clinical language models, which can be used as all-purpose clinical predictive engines with low-resistance development and deployment. Our approach leverages recent advances in natural language processing4,5 to train a large language model for medical language (NYUTron) and subsequently fine-tune it across a wide range of clinical and operational predictive tasks. We evaluated our approach within our health system for five such tasks: 30-day all-cause readmission prediction, in-hospital mortality prediction, comorbidity index prediction, length of stay prediction, and insurance denial prediction. We show that NYUTron has an area under the curve (AUC) of 78.7-94.9%, with an improvement of 5.36-14.7% in the AUC compared with traditional models. We additionally demonstrate the benefits of pretraining with clinical text, the potential for increasing generalizability to different sites through fine-tuning and the full deployment of our system in a prospective, single-arm trial. These results show the potential for using clinical language models in medicine to read alongside physicians and provide guidance at the point of care.

Trends in Diagnostic Point-of-Care Ultrasonography Reimbursement for Medicare Beneficiaries Among the US Emergency Medicine Workforce, 2012 to 2016.

STUDY OBJECTIVE: Point-of-care ultrasonography allows rapid diagnosis in the emergency department. A previous study found that a low prevalence of emergency medicine clinicians received point-of-care ultrasonography reimbursement in 2012 (0.7%). We determine nationwide point-of-care ultrasonography reimbursement patterns for 4 subsequent years. METHODS: We performed a cross-sectional study using 2012 to 2016 data from the Centers for Medicare & Medicaid Fee-for-Service Provider Utilization and Payment Data Part B, defining point-of-care ultrasonographic examinations using Current Procedural Terminology codes. The emergency medicine workforce was defined by emergency medicine, family medicine, internal medicine, critical care, and advanced practice providers who received emergency medicine-specific reimbursements. We compared patterns of point-of-care ultrasonography reimbursement among emergency physicians in 2012 versus 2016 through a 2-sample test of proportions. RESULTS: In 2012, 342 (0.7% of total) emergency medicine workforce clinicians were reimbursed for diagnostic point-of-care ultrasonography versus 801 (1.3%) in 2016. Emergency physicians represented an increasing proportion of the total workforce, increasing from 86.0% (95% confidence interval 82.3% to 89.6%) in 2012 (N=294) to 94.6% (95% confidence interval 93.1% to 96.2%) in 2016 (N=758). From 2012 to 2016, total point-of-care ultrasonography reimbursements increased from 13,697 to 31,717, with significant growth from echocardiograms (4,127 to 14,978), abdominal examinations (3,682 to 7,140), and thoracic examinations (801 to 5,278). CONCLUSION: The proportion of emergency medicine workforce clinicians receiving diagnostic point-of-care ultrasonography reimbursements, as well as the number of point-of-care ultrasonographic studies, more than doubled from 2012 to 2016. Efforts are needed to understand barriers to adoption of point-of-care ultrasonography because only a small proportion of the emergency medicine clinician workforce was reimbursed in any year.

Bedside hand vein inspection for noninvasive central venous pressure assessment.

Rapid estimates of the central venous pressure (CVP) can be helpful to administer early fluid therapy or to manage cardiac preload in intensive care units, operating rooms or emergency rooms in order to start and monitor an adequate medical therapy. Invasive CVP measurements have inherent and non-negligible complication rates as well as great expenditures. Several noninvasive methods of CVP measurements, like ultrasound-guided techniques, are available, but require trained skills and special equipment which might not be at hand in all situations. Our purpose was to evaluate the feasibility and accuracy of CVP estimates assessed upon the height of hand veins collapse (HVC) using invasively measured CVP as the gold standard. The HVC was determined by slowly lifting the patient's hand while watching the dorsal hand veins to collapse. The vertical distance from the dorsal hand to a transducer air zero port was noted and converted to mmHg. The observer was blinded to the simultaneously measured CVP values, which were categorized as low (<7 mmHg), normal (7-12 mmHg) and high (>12 mmHg). Measurements were performed in 82 patients who had a median [IQR] age of 67 [60;74]. Median CVP was 12 [8;15] mmHg and the median absolute difference between the measured HVC and CVP was 4 [2;7] mmHg. The Spearman correlation coefficient between CVP and HVC was 0.55, 95%-CI [0.35;0.69]. Overall CVP categorization was correct in 45% of the cases. HVC had a sensitivity of 92% for a low CVP with a negative predictive value of 98%. A high HVC had a sensitivity of 29% but a high specificity of 94% for a high CVP. The overall performance of observing the hand vein collapse to estimate CVP was only moderate in the intensive care setting. However, the median difference to the CVP was low and HVC identifies a low CVP with a high sensitivity and excellent negative predictive value.

Point of Care Diagnostics for HIV in Resource Limited Settings: An Overview.

Human immunodeficiency virus (HIV) is a global health problem. Early diagnosis, rapid antiretroviral therapy (ART) initiation and monitoring of viral load are the key strategies for effective HIV management. Many people in resource limited settings where timely access to medical care is a challenge and healthcare infrastructure is poor have no access to laboratory facilities and diagnosis is dependent on the presence of point of care (POC) devices. POC instruments have shown to be easy to operate, maintain and transport and can easily be operated by less skilled health workers. Additionally, POC tests do not require laboratory technicians to operate. POC devices have resulted in a growing number of people testing for HIV and thereby receiving treatment early. In recent years, there has been great improvement in the development of POC technologies for early HIV diagnosis, HIV viral load and cluster of differentiation 4 (CD4) measurement. This review discusses POC technologies that are currently available and in the pipeline for diagnosing and monitoring HIV. We also give an overview of the technical and commercialization challenges in POC diagnostics for HIV.

Plastic Surgeon-Led Ultrasound.

BACKGROUND: Portable high-frequency ultrasound is a useful adjunct to a plastic surgeon's practice. With a short learning curve, this patient-friendly imaging modality has a variety of uses that aid patient management/treatment plans. The authors describe clinical cases and review the literature regarding ultrasound performed by the surgeon. METHODS: The Sonosite S-Nerve machine with the L25X transducer was used (depth, 4.3 cm). Clinical cases that ordinarily would have been referred to the radiology department were taken from the day-to-day practice of the senior author (M.G.). The clinical scenarios ranged from acute presentations to planned elective settings. RESULTS: Ultrasound was a useful adjunct in a variety of applications, ranging from acute hand trauma visualizing neurovascular bundles and tendons, to elements of reconstructive breast surgery such as fat grafting over an implant and scar release. The ultrasound machine was also used for determination of the depth and size of collections such as seromas to facilitate drainage, for identification of lymph nodes before transfer, and for acute presentations of conditions ranging from undiagnosed swelling to foreign body localization. CONCLUSIONS: The portable ultrasound machine has become an invaluable tool in the senior author's practice. In a short time and with a short learning curve, the authors' unit identified numerous applications for its use. From a patient perspective, it is noninvasive/nonpainful and has no deleterious radiation effects, and treatment plans can be enacted without delay. It is highly recommended that surgeons become familiar with this imaging modality and assimilate it into their daily practice. CLINICAL QUESTION/LEVEL OF EVIDENCE: Therapeutic, V.

Lung ultrasound: a useful tool in the assessment of the dyspnoeic patient in the emergency department. Fact or fiction?

Patients with respiratory distress present a frequent and challenging dilemma for emergency physicians (EPs). The accurate diagnosis and treatment of the underlying pathology is vitally important in these sick patients to ensure the best outcome and minimise harm from unnecessary treatments. Within the last decade, studies have shown lung ultrasonography (LU) to be valuable in the accurate diagnosis of a variety of lung pathologies, including cardiogenic pulmonary oedema, pleural effusion, pneumothorax, haemothorax and pneumonia. However, despite advances in techniques and the evidence for the use of LU in the diagnosis of respiratory pathology, it remains poorly understood and rarely used by EPs. This clinical review article provides an overview of LU and its relevance as a diagnostic aid to the detection of respiratory pathology in the Emergency Department (ED).

Sustainable Resuscitation Ultrasound Education in a Low-Resource Environment: The Kumasi Experience.

BACKGROUND: Point-of-care-ultrasound (POCUS) is an increasingly important tool for emergency physicians and has become a standard component of emergency medicine residency training in high-income countries. Cardiopulmonary ultrasound (CPUS) is emerging as an effective way to quickly and accurately assess patients who present to the emergency department with shock and dyspnea. Use of POCUS, including CPUS, is also becoming more prevalent in low- and middle-income countries (LMICs); however, formal ultrasound training for emergency medicine resident physicians in these settings is not widely available. OBJECTIVES: To evaluate the feasibility of integrating a high-intensity ultrasound training program into the formal curriculum for emergency medicine resident physicians in an LMIC. METHODS: We conducted a pilot ultrasound training program focusing on CPUS for 20 emergency medicine resident physicians in Kumasi, Ghana, which consisted of didactic sessions and hands-on practice. Competency was assessed by comparing pretest and posttest scores and with an Objective Structured Clinical Examination (OSCE) performed after the final training session. RESULTS: The mean score on the pretest was 61%, and after training, the posttest score was 96%. All residents obtained passing scores above 70% on the OSCE. CONCLUSION: A high-intensity ultrasound training program can be successfully integrated into an emergency medicine training curriculum in an LMIC.

Co-creation of market expansion in point-of-care testing in the United States: Industry leadership perspectives on the community pharmacy segment.

BACKGROUND: Point-of-care testing (POCT) is a specialty of laboratory medicine that occurs at the bedside or near the patient when receiving health services. Despite its established clinical utility and consumer demand in the community pharmacy, the implementation of POCT within this setting has remained modest for a variety of reasons. One possible solution to this problem is the concept of co-creation - the partnership between consumer and manufacturer in the development of value for a service or device. OBJECTIVE: Using the theoretical underpinning of co-creation, this study aimed to investigate perceptions of point-of-care-testing (POCT) industry leadership on the community pharmacy market in the United States to uncover reasons for limited implementation within community pharmacies. METHODS: Participants were recruited for this study through the use of snowball sampling. A series of semi-structured interviews were conducted with the participants via telephone. Interviews were recorded, transcribed, and entered into a qualitative analysis software program to summarize the data. RESULTS: Five key themes were uncovered: gaps in understanding, areas of positive impact, barriers to implementation, facilitators of implementation, and community pharmacy - a potential major player. CONCLUSIONS: Through uncovering gaps in perceptions, it may be possible to leverage the U.S. pharmacy industry's size, potential for scalability, and ease of patient access to further patient care.

Health Information and Global Health Inequity: Point-of-Care Knowledge Systems as a Foundation for Progress.

Point-of-care clinical knowledge systems play an increasingly important role in providing information for health care providers in high-resource settings, and there is evidence of strong interest among providers within low-resource settings. Unfortunately, systems developed for high-resource settings have a range of elements that make them suboptimal for low-resource settings. We discuss what a point-of-care clinical knowledge system designed for low-resource settings would ideally contain, and argue that such a system is worthy of further study and funding, towards the overarching goal of reducing global health inequity.

Social Determinants of Health and Beyond: Information to Help Family Physicians Improve Patient Care.

Social determinants of health (SDOHs) are a theme in this issue. In addition, we include a series of clinical articles to inform family medicine. One helps to demystify the process of obtaining hearing care. Another provides a case report of how a vanishing twin can confuse a newly available test. We also share articles on the early symptoms and signs of femoral insufficiency fractures and a simple test to help diagnose basal cell carcinomas. Family physicians provide their views on point-of-care tests. Positive outcomes are reported for behavioral health integration into family medicine offices and for diabetes education among patients cared for within patient-centered medical homes. A questionnaire can help family physicians identify and facilitate conversations with their patients about adverse childhood experiences.

From FAST to E-FAST: an overview of the evolution of ultrasound-based traumatic injury assessment.

Ultrasound is a ubiquitous and versatile diagnostic tool. In the setting of acute injury, ultrasound enhances the basic trauma evaluation, influences bedside decision-making, and helps determine whether or not an unstable patient requires emergent procedural intervention. Consequently, continued education of surgeons and other acute care practitioners in performing focused emergency ultrasound is of great importance. This article provides a synopsis of focused assessment with sonography for trauma (FAST) and the extended FAST (E-FAST) that incorporates basic thoracic injury assessment. The authors also review key pitfalls, limitations, controversies, and advances related to FAST, E-FAST, and ultrasound education.

Trends in Warfarin Monitoring Practices Among New York Medicare Beneficiaries, 2006-2011.

Anticoagulation with warfarin requires frequent evaluation of the international normalized ratio (INR), and less invasive testing devices are available for use by clinicians at the point-of-care (POC) and by patients who self-test (PST). Despite commercial availability and positive results of published studies, evidence suggests that adoption of less invasive (POC/PST) testing in the United States is slow. Considering the equivalence of results and logistical advantages of POC/PST testing, slow uptake may indicate a gap in quality of care warranting evaluation and possibly intervention. This study used Medicare fee for service claims data to explore the uptake of POC/PST INR monitoring across New York State over a 6 year time frame (2006-11), with additional analyses based on beneficiary age, sex, race and ethnicity and income by county. In 2006, only 28.3% of 103,410 analyzable beneficiaries presumed to be chronic warfarin users based on INR testing patterns were monitored by POC/PST, and increased to only 37.6% by 2011. Utilization of POC/PST testing varied widely by county (baseline range 1.2-89.4%), and uptake of these testing modalities in New York State was significantly lower among the very elderly, women, and ethnic minorities. We hypothesize that poor penetration of these less invasive INR testing modalities into highly populated New York City and barriers to POC utilization in long term care facilities may account for a portion of the variability in INR testing patterns observed in this study. However, additional research is needed to further explore whether disparities in warfarin monitoring practices exist.

Current status and future prospects of point-of-care testing around the globe.

In the past half-century, routine central laboratory testing has become increasingly automated and efficient. The majority of clinical chemistry, immunochemistry and hematology testing are performed using high throughput instrumentation, with sophisticated automation. Microbiology, immunohematology and molecular diagnostic testing are also becoming increasingly automated. Recent challenges in healthcare demand new diagnostic solutions worldwide. Point-of-care testing (POCT) offers considerable advantages over central laboratory testing, such as fast and simple specimen handling, and simpler sample requirement (no additives and mostly blood from finger stick; and urine). No transportation is required, and POCT delivers short turnaround time of approximately 5-15 min. In recent years, POCT has gained ground worldwide. In advanced healthcare systems, POCT may be beneficial if health or cost-benefits can be established. In resource-poor countries, POCT may be the only means of delivering advanced testing for epidemiologically important diseases, such as tuberculosis of HIV infection.

The impact of new trends in POCTs for companion diagnostics, non-invasive testing and molecular diagnostics.

Point-of-care diagnostics have been slowly developing over several decades and have taken on a new importance in current healthcare delivery for both diagnostics and development of new drugs. Molecular diagnostics have become a key driver of technology change and opened up new areas in companion diagnostics for use alongside pharmaceuticals and in new clinical approaches such as non-invasive testing. Future areas involving smartphone and other information technology advances, together with new developments in molecular biology, microfluidics and surface chemistry are adding to advances in the market. The focus for point-of-care tests with molecular diagnostic technologies is focused on advancing effective applications.