Identifying virtual care modality in electronic health record data
View abstract on PubMed
Summary
This summary is machine-generated.Virtual care modalities like audio-only and video visits are crucial for safety net clinics. Inconsistent electronic health record (EHR) data can obscure usage, potentially worsening health inequities.
Area Of Science
- Health Informatics
- Healthcare Accessibility
- Digital Health Equity
Background
- The COVID-19 pandemic accelerated virtual care adoption, highlighting the need to understand different modalities (video, audio, eVisits, eConsults, remote patient monitoring).
- Inconsistent methods for identifying virtual care modalities within electronic health records (EHR) hinder accurate usage analysis.
- This study addresses the gap by developing a method to identify virtual care modalities and describing their distribution over time.
Purpose Of The Study
- To develop and validate a method for classifying virtual care modalities using EHR data.
- To describe the distribution of virtual care modalities in primary care safety net clinics over a three-year period.
Main Methods
- Utilized EHR data from 316 primary care safety net clinics between April 2020 and March 2023.
- Developed two algorithms, informed by expert consultation, to classify virtual care visit modalities based on different EHR data elements.
- Conducted descriptive analyses to compare algorithm agreement and the frequency of different virtual care modalities.
Main Results
- Algorithms demonstrated high agreement (96.5% for all visits, 89.3% for virtual care visits).
- Discrepancies often occurred with audio-only visits billed as video visits.
- Audio-only visits were twice as common as video visits when algorithms agreed on modality.
Conclusions
- Virtual care modality classification is sensitive to the EHR data elements prioritized by algorithms.
- Safety net clinics heavily rely on audio-only and video visits for virtual care delivery.
- Potential elimination of reimbursement for audio-only visits could worsen health inequities for low-income populations.
Related Concept Videos
Electronic Medical Records (EMRs) primarily center around electronically documenting patients' health information within a single healthcare organization or practice. They contain essential clinical data related to a patient's medical history, diagnoses, medications, treatment plans, lab results, and other pertinent information relevant to the specific encounter or episode of care. EMRs are designed to streamline documentation and workflow processes within individual healthcare...
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
Health Information Technology (HIT)
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:
Documentation and Monitoring of Patient Care: HIT systems facilitate the efficient recording and tracking of patient data, aiding healthcare providers in monitoring patients' health status and making informed decisions.
Managerial and Organizational Functions: Beyond patient care, HIT is...
Nursing Clinical Information System (NCIS)
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Efficient Information Management: NCIS is designed to manage patient information efficiently, making it easily accessible to...
At the different levels of the healthcare system, we see varying methods of healthcare used. These methods include managed care systems, case management, and primary healthcare.
Managed Care System:
The managed care system is designed to control the cost while maintaining the quality of care. The patient's care from admission to discharge is planned by the primary care provider or the case manager, also known as the gatekeeper. In a managed care system, the number of care providers is...
Health records serve various essential purposes in the healthcare system. Here are some key purposes:
• Decision Analysis in Record Review: Using decision analysis in the record review process can help healthcare organizations better understand patient needs and create more effective care plans. This process allows administrators and strategic planners to analyze data from patient records and identify patterns or trends in patient care.
By using these insights, healthcare organizations...

