Protocol for programing a degree-to-careers dashboard in R using Posit and Shiny.

Here, we present a protocol for programing a degree-to-careers dashboard in R using Posit and Shiny. We describe steps for installing software, obtaining datasets, and munging and joining data. We then detail procedures for programing and publishing the dashboard in Shiny web application that includes a filtered data table. The resulting dashboard links academic programs with careers and income data and may be useful to inform decision-making by higher education leaders and policymakers. For complete details on the use and execution of this protocol, please refer to Perkins and Carrier (2023).1.

Using R Shiny to develop a dashboard using IPEDS, U.S. Census, and bureau of labor statistics data.

This paper describes the development of an RStudio (now known as Posit) dashboard derived from the Integrated Postsecondary Educational Data System, the United States Census Bureau, and the Bureau of Labor Statistics and provides the user with institutional, community, and career information of IPEDS reporting higher education institutions in the United States and its territories. With this dashboard, users can select and learn about institutions, explore enrollment trends and demographics, compare outcomes, and correlate community and institutional variables. Users can also link degrees to career projections and wages. This paper explains how the dashboard was developed with examples of R programming language.

An audit of structure-based medical acupuncture by a single provider in patients with musculoskeletal pain using PROMIS scores as the outcome.

BACKGROUND: To assess whether structure-based medical acupuncture (SMA) can improve Patient-Reported Outcomes Measurement Information System (PROMIS) scores in patients presenting with musculoskeletal pain. METHODS: An audit was conducted of all patients presenting with musculoskeletal pain treated by a single provider with SMA in 2017. Inclusion criteria included a pre-treatment and at least one post-treatment PROMIS score. Patient demographics and previous treatments tried were recorded. Documented events other than acupuncture that were thought to interfere with PROMIS scores were recorded, and no further scores were used after these events. A maximum of nine visits after the initial visit were used. The PROMIS domains assessed included anxiety, depression, pain interference and physical function. RESULTS: Seventy-two patients who had been treated with SMA met the inclusion criteria. Sixty-five of the patients (90%) had chronic pain. For their presenting complaint, 59 (82%) had previously sought treatment from another non-operative provider, 60 (83%) had tried physical therapy, and 20 (28%) had even had surgery. Despite this, SMA appeared to be able to significantly improve PROMIS anxiety at visits 1-3 and PROMIS depression at visit 3. After just one treatment, minimal clinically important differences (MCID) were reached in 32%-44% of patients for PROMIS anxiety, 17%-36% for PROMIS depression, 28%-29% for PROMIS physical function, and 21%-36% for PROMIS pain interference, based on low and high cut-offs of a range of quoted MCID values. CONCLUSION: In a difficult patient population with musculoskeletal pain, SMA is a technique that can likely be used to improve PROMIS anxiety and depression, although no firm conclusions can be drawn from this uncontrolled clinical audit. Of note, MCIDs were sometimes obtained even after just one treatment.

Isolated Anterior Interosseous Neuropathy Affecting Only the Flexor Digitorum Profundus to the Index Finger After Shoulder Arthroscopy: A Case Report and Review of the Literature.

ABSTRACT: Anterior interosseous nerve neuropathy is an uncommon neuropathy with multiple potential etiologies. We present a rare case of anterior interosseous nerve neuropathy affecting only the flexor digitorum profundus to the index finger and occurring after shoulder arthroscopy. This unique presentation used a combination of both electrodiagnostic testing and neuromuscular ultrasound to obtain an accurate diagnosis and highlights the importance of these complementary tests in the evaluation of nerve disorders. To our knowledge, anterior interosseous nerve neuropathy after shoulder arthroscopy affecting only the flexor digitorum profundus to the index finger has not been previously described in the literature.

Genicular Radiofrequency Ablation for the Treatment of Post-traumatic Knee Pain: A Case Presentation.

This is the first reported case presentation utilizing cooled genicular radiofrequency ablation (C-RFA) for the treatment of post-traumatic knee pain. The patient is a 29-year-old man who sustained open right femoral and tibial fractures following 2 motor vehicle collisions. He was deemed too young to undergo total knee arthroplasty by orthopedic surgery. It was recommended he trial diagnostic genicular nerve blocks followed by C-RFA. The procedure provided a >50% reduction in average pain with an increase in activity tolerance lasting 9 months. In this case, C-RFA of the genicular nerves was a safe, effective, and durable treatment modality for post-traumatic knee pain. LEVEL OF EVIDENCE: V.