… to provide effective treatment to patients who may face barriers to in-person visits, such as geographical or mobility challenges. By combining telehealth with … Wang and Ma (2022) introduced the PhysiQ system, which assesses the quality of off-site exercises, providing therapists with quantitative measures of performance. This … helping therapists identify patients who may need reminders or motivational support to stay on track. A patient with cardiovascular concerns has real-time heart …

… assessment into reproducible, data-driven insight. Challenges and Next Steps To support adoption in clinical environments, development must prioritize the following: … sources, failure modes, and performance boundaries should be made available to support institutional approval and regulatory review. Future work should establish … should allow algorithm refinement without exposing patient identity. Multi-site prospective studies are needed to determine how well system outputs track …

… such as asthma rates. Connecting patients to civic engagement is one way to support healthier communities over the long term. How long have you been thinking … analytics with things like shopping trends, but now I see how it can directly support better decisions in health care and better outcomes for patients. How are you … about other MSDA Students Data Analytics Student Profile: Perkell Collie Mon, 01/26/2026 Stories Data Analytics Student Profile: Jonathan Henry Mon, 01/26/2026 Stories …

… exacerbations, or complications. Over time, this leads to increased emergency visits, higher hospitalization rates, and avoidable healthcare spending. Providers … age of digital medicine, numerous sources of structured and unstructured data can support adherence efforts. Electronic Health Records (EHRs) provide the foundational … [cited 2025 May 1]. Available from: https://bpspubs.onlinelibrary.wiley.com/doi/full/10.1111/j.1365-2125.2012.04167.x 6.    Effect of a Pharmacy-Based Health …

… prioritize care for individuals who need closer monitoring or additional support. In the context of family medicine, where physicians often manage complex, … Length of stay, Acuity of the admission, Comorbidities, and Emergency department visits and the HOSPITAL score have been shown to be effective in estimating … 2025 Apr 28 [cited 2025 May 1]; Available from: https://www.sciencedirect.com/science/article/pii/S0735675725003092 3.    Kijpaisalratana N, El Ariss AB, Balk …

… about other MSDA Students Data Analytics Student Profile: Perkell Collie Mon, 01/26/2026 Stories Data Analytics Student Profile: Ellen Bobby Mon, 01/26/2026 Stories … about other MSDA Students Data Analytics Student Profile: Perkell Collie Mon, 01/26/2026 Stories Data Analytics Student Profile: Ellen Bobby Mon, 01/26/2026 Stories …