The American journal of managed care
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Observational Study
Classifying clinical work settings using EHR audit logs: a machine learning approach.
We used electronic health record (EHR)-based raw audit logs to classify the work settings of anesthesiology physicians providing care in both surgical intensive care units (ICUs) and operating rooms. ⋯ A random forest classifier using a frequency-based feature engineering approach successfully predicted work settings of physicians with multiple clinical responsibilities with high accuracy. These findings highlight opportunities for using audit logs for automated assessment of clinician activities and their work settings, thereby affording the ability to accurately assess context-specific work characteristics (eg, workload).
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Despite available technology and supportive evidence in the literature, the integration of telemedicine interventions in the US health care system has remained sluggish for decades. The COVID-19 pandemic catalyzed widespread utilization of virtual visits and remote monitoring in urgent, primary, and specialist care settings out of sheer necessity. Specifically, in the rheumatology subspecialty, a lack of available providers and a patient community hindered by mobility and access issues have underscored the value of telemedicine. ⋯ Building upon stakeholder experience and published findings, the Patient-Centered Rheumatology Collaborative identified the continued deregulation of policy barriers and the facilitation of sustainable coverage and reimbursement as critical steps toward establishing a robust infrastructure for telemedicine post pandemic. FHI roundtable attendees acknowledged several remaining telemedicine access barriers concerning traditionally underserved patient populations that will need to be addressed to realize the full potential of telemedicine. These recommendations are in concordance with those of other recent consensus groups, and they legitimize the formation of collaborative frameworks among payers, providers, and other key stakeholders to advance care in rheumatology.
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Observational Study
Primary care video and telephone telemedicine during the COVID-19 pandemic: treatment and follow-up health care utilization.
Telemedicine use expanded greatly during the COVID-19 pandemic, and broad use of telemedicine is expected to persist beyond the pandemic. More evidence on the efficiency and safety of different telemedicine modalities is needed to inform clinical and policy decisions around telemedicine use. To evaluate the efficiency and safety of telemedicine, we compared treatment and follow-up care between video and telephone visits during the COVID-19 pandemic. ⋯ Among telemedicine visits with primary care clinicians, return visits were not common and downstream emergency events were rare. Adjusted rates of treatment measures were higher and adjusted rates of follow-up care were lower for video visits than telephone visits. Although video visits were marginally more efficient than telephone visits, telephone visits may offer an accessible option to address patient primary care needs without raising safety concerns.
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To compare how in-person evaluation and management (E&M) visits and telehealth use differed during the COVID-19 pandemic between commercially insured and Medicaid enrollees, and to assess how insurance plan type-fee-for-service (FFS) vs managed care (MC)-and enrollee characteristics contributed to these differences. ⋯ During the first year of the COVID-19 pandemic, California MC enrollees had higher rates of telehealth use compared with FFS enrollees, regardless of insurer. Among FFS enrollees, those enrolled in Medicaid had higher rates of telehealth use compared with those insured by CalPERS. Telehealth policies should be aware of this heterogeneity, as well as its implications for equity of telehealth access.
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A letter from the guest editor highlights the potential for the findings in this special issue help us take steps toward realizing the promise of information technology in health care.