Duplicate patient IDs, generated in EHRs and analytics systems, cause statistical distortions and fragmentation of clinical history. The fundamental solution requires identity resolution upstream using a Master Patient Index (MPI), rather than post-hoc fixes in the data warehouse.
Researchers established a simulation protocol to investigate how input data representation formats affect the diagnostic fidelity of small language models (SLMs) in primary care pipelines. The results suggest that ontologically rich openEHR format yields superior performance, highlighting the importance of structured data representations.
This article guides users on how to import healthcare data using an FHIR connector, enabling real-time visualization and analysis with business intelligence tools. This process enhances organizational efficiency and supports informed decision-making.
This article addresses the challenge that building a FHIR API typically takes four to six months. It explains how making appropriate architectural decisions early can drastically reduce this timeline, emphasizing minimum resource set definition and managed server selection.
LangCare has released the specification for an FHIR server implementation (`langcare-mcp-fhir`) designed for Electronic Medical Record (EMR) systems like Epic and Cerner. The version 2.0.4 schema defines the structure of this Model Context Protocol (MCP) FHIR server, written in Go.
The author, working on health data interoperability in Indonesia, implemented an AI agent to automate the creation of complex FHIR templates. This significantly reduces the time required for building massive JSON templates (up to 320 resources), which previously took several days or even a week.
Canvas Medical released the latest guides for its EMR system's SDK and FHIR API. Key updates include improved support for FAX event history and programmatic delegation/signing within automated workflows.
The article highlights the limitations of generic, off-the-shelf AI systems that fail within real clinical environments (like Epic). It emphasizes that custom development is crucial for meeting compliance requirements and deep EHR integration.
The original FHIR $merge was limited to the Patient resource and relied on the server to determine merge logic. This article proposes an extension that accepts a client-supplied transaction Bundle as a plan parameter, enabling atomic and auditable data merging across all resource types.
This article explains how to prevent 'hallucinations'βplausible but incorrect outputsβfrom Large Language Models (LLMs). It introduces a method using FHIR Terminology Services and the Model Context Protocol (MCP) to ground AI output in internationally standardized vocabularies, thereby enhancing the accuracy and reliability of clinical coding.
Adopting HL7 FHIR addresses interoperability issues in modern healthcare IT, where data silos and legacy systems pose challenges. This enables real-time and accurate data exchange, contributing to efficient and high-quality patient care.
This article outlines a comprehensive benchmarking methodology for FHIR servers, testing performance across three stages: empty database, 100K data load, and incremental growth. It validates scalability and operational cost impact by providing practical performance metrics for core workloads (CRUD, batch processing, search).
Healthcare providers must strategically select cloud-based Electronic Medical Record (EMR) platforms, as this choice impacts clinical quality and revenue. As of 2026, cloud EMRs are critical elements that influence patient experience, interoperability, and adaptability to value-based care.
Modern Electronic Medical Record (EMR) platforms are no longer mere filing cabinets; they function as active tools that support clinical decision-making and reduce administrative friction. This leads to measurable outcomes such as fewer adverse events and faster visit throughput.
CampTek Software collaborated with multiple solution providers to develop custom HL7 FHIR activities utilizing FHIR. This enables quick and scalable standardization of connectivity and data exchange within and between organizational HIS systems.
Health Level Seven International (HL7) has launched its new Caliper FHIR Accelerator implementation community. This multi-stakeholder initiative aims to improve how data from medical and personal health devices is exchanged, integrated, and used across all care settings.
Microsoft has previewed a new Azure IoT Connector for FHIR. This feature allows healthcare organizations to scale secure connectivity for Protected Health Information (PHI) streaming from multiple Internet of Medical Things (IoMT) devices.
The article discusses the critical criteria for selecting healthcare application development partners, emphasizing specialized expertise in security and complex clinical workflow integration. It highlights the necessity of firms with compliance experience like HIPAA and ISO 13485.
Enterprise healthcare data infrastructure company Pationtory secured a strategic investment of $500,000 from global venture capital Isom Venture Partners. The company plans to leverage this funding for expansion into the Asian market.