Health Resources Provider Dashboard

How Lab Data is Unified Across Multiple Sources in one Provider Dashboard

June Lawver
June Lawver · November 20, 2025
6 min read · Sources Verified
Medical review by Kat McGraw MD
Dashboard view showing unified lab results from different sources for a single patient

Why Unified Lab Data Matters

Despite most practices using EHRs, healthcare interoperability remains a challenge. When patients see specialists, switch insurance plans, or move, their health records get scattered across incompatible platforms. This fragmentation impacts clinical decision-making and practice efficiency.

Consider a patient with pre-diabetes who had kidney function tests at three different facilities over two years. Without a unified view of their lab history, it’s hard to spot trends. Did their kidney function change gradually, or was there a sudden spike that requires intervention? When results are siloed, the answer is hard to find.

The Guava Provider Dashboard resolves these issues by creating a centralized health data hub that provides a longitudinal view of all lab data, serving as a single source of truth.

Screenshot showing how Guava consolidates and displays lab results from multiple sources

How Guava Aggregates Results From Multiple Labs


Key Points

  • Guava supports EHR integrations, CCDA/XML, PDFs, and manual input.
  • Lab results are normalized, categorized, and chronologically organized.
  • Data is accessible in both Records and Labs views.

The Provider Dashboard is built to integrate and unify lab data from any source. This ensures that you have a comprehensive picture of your patient's health, regardless of where their tests were performed. Patients can connect their records through several secure methods:

When records are added to Guava, they’re organized chronologically in the Records tab. Lab data is also extracted, normalized, and categorized by panel and body system in the Labs tab. This allows you to easily view all instances of a specific test, such as TSH or vitamin D, and compare results across different times and locations.

Learn more about AI tools for clinicians in Guava.

Lab Result Normalization: Aligning Units and Reference Ranges


Key Points

  • Guava automatically converts units (e.g., mg/dL ↔ mmol/L) to create consistency.
  • LOINC mapping aligns equivalent biomarkers across laboratories.
  • Normalization allows accurate comparison of results from different labs and dates.

One of the most powerful features of the Guava Provider Dashboard is its ability to perform data normalization on lab results. This addresses a common pain point for clinicians who review data from various labs: inconsistent units and differing reference ranges.

Example of lab unit normalization showing mg/dL to mmol/L conversions
Visualization showing how Guava aligns mismatched lab reference ranges from different laboratories into a consistent format

Unit Conversion:

Different labs may report the same biomarker using different units. Glucose, for example, is often measured in mg/dL in the United States but in mmol/L internationally. Guava automatically converts these values and their reference ranges into a consistent format, allowing you to compare results without manual calculation.

LOINC Code Alignment:

Guava uses Logical Observation Identifiers Names and Codes (LOINC), a universal standard for identifying medical laboratory observations. This ensures that "LDL cholesterol" from Quest Diagnostics is recognized as the same biomarker as "LDL-C" from LabCorp, even if the naming conventions differ.

By unifying these elements, the Provider Dashboard consolidates diverse data points into a comprehensive clinical overview. This enables you to identify critical trends and patterns, rather than just isolated numerical values.

Longitudinal Biomarker Tracking for Better Clinical Insights


Key Points

  • Single lab results show snapshots; longitudinal charts reveal meaningful trends.
  • Guava visualizes biomarker history to show improvement, stability, or decline.
  • Interactive timelines help clinicians monitor treatment response over time.
  • Trend analysis strengthens proactive, data-driven clinical decision-making.

A single lab result, like a fasting glucose reading, inherently offers a limited snapshot of a patient’s health. Although it's useful in some capacity, it fails to capture the dynamic progression of their health over time. Tracking that same marker over a year reveals whether their metabolic health is improving, holding steady, or declining.

Longitudinal lipid panel chart displaying LDL, HDL, and triglyceride trends over time within the Guava Provider Dashboard

The Guava Provider Dashboard visualizes biomarker data over time through interactive charts. You can track individual markers, like hemoglobin A1c, liver enzymes, or lipid panels, and observe how they respond to interventions. Did a dietary change lower LDL cholesterol? Has thyroid medication brought TSH into its target range? These questions become easier to answer when you can see the full timeline at a glance.

"By delivering real-time synchronization across health networks, an incredible user experience, and biometric insights, Guava is helping to unlock data-rich, connected, proactive continuous care." - Dr. Mike Stone, Board-Certified Concierge Medicine Physician

This kind of proactive monitoring depends on having comprehensive, up-to-date information. When lab data from multiple sources is unified in one place, patterns that might otherwise go unnoticed become visible.

Custom Biomarker Groups and Patient-Specific Target Ranges


Key Points

  • Standard lab ranges may not fit every clinical context or patient.
  • Guava allows custom reference ranges at the patient, cohort, or organization level.
  • Custom biomarker groups simplify monitoring for specific conditions.
  • Clinicians can track targeted biomarker sets without searching through full lab histories.

Not every patient fits neatly into standard reference ranges, so clinicians need adaptable tools to accommodate them. A functional medicine provider might track biomarkers that fall outside conventional panels and standards. An endocrinologist managing diabetes may want tighter glucose targets for certain patients. The Provider Dashboard accommodates this variability through customizable reference ranges.

You can adjust target ranges at the patient, cohort, or organizational level to reflect unique health goals. A prediabetic patient working to reverse insulin resistance might have a tighter HbA1c target than someone managing long-standing type 2 diabetes. An athlete optimizing performance might aim for ferritin levels higher than the standard reference range. Guava lets you define these thresholds, so both you and your patient can track progress against meaningful benchmarks.

Screenshot showing custom cohort-level reference ranges for biomarkers within the Guava Provider Dashboard
Interface for setting custom biomarker target ranges for individual patients in the Guava Provider Dashboard

For context, Guava also displays the lab’s standardized reference ranges and provides reference ranges for common labs from trusted sources like the National Institutes of Health, Centers for Disease Control and Prevention, the American Board of Internal Medicine and the National Kidney Foundation, among others.

You can also create custom biomarker panels tailored to specific conditions or treatment protocols you utilize in your practice. If you frequently monitor patients for metabolic syndrome, you might build a group that includes fasting glucose, triglycerides, HDL cholesterol, and blood pressure. When reviewing a patient's profile, you can pull up this panel in one click rather than searching for individual markers scattered across their lab history.

Custom biomarker panel grouping glucose, lipids, and related markers for condition-specific tracking in Guava

Integrating Labs with Wearables and Lifestyle Data


Key Points

  • Lab results are influenced by sleep, stress, activity, medication, and daily habits.
  • Guava connects wearable data from Oura, Withings, Fitbit, Dexcom, and Apple Health.
  • Clinicians can identify correlations like sleep influencing glucose or HRV impacting inflammation.
  • This integration supports a more personalized, context-aware approach to care.

Lab results don't exist in a vacuum; they're influenced by a wide range of physiological and external factors. The Guava Provider Dashboard connects lab data with real-time inputs from wearables and daily health tracking, giving you a more complete picture of what is driving their results.

Key Metrics dashboard showing longitudinal vitals and wearable trends in Guava Provider Dashboard

Learn more about Key Metrics in the Provider Dashboard.

For example, a patient with elevated fasting glucose might also be logging poor sleep and high stress through the Guava app. By viewing these factors alongside their lab trends, you can identify correlations that inform your treatment approach. Perhaps their blood sugar spikes after nights with less than six hours of sleep, or their inflammation markers improve during weeks with consistent exercise. These insights help you move from reactive care to proactive, data-informed decision support.

Insight example showing correlation between deep sleep duration and glucose levels using connected wearable data
Example insight showing how blood pressure trends relate to lifestyle or wearable data inputs in the Guava dashboard

Learn more about Insights in Guava.

The platform integrates with popular wearables like Oura, Withings, Fitbit, Dexcom, and Apple Health, as well as patient-reported data like symptoms, medications, and mood. This holistic view supports a more personalized approach to care, where interventions are guided by context that includes both lab values and your patients’ everyday lives.

Who Benefits From a Unified Lab Data View?

The Provider Dashboard is designed for clinicians who prioritize continuity, collaboration, and patient engagement. This includes:

Privacy and Security

Guava is fully HIPAA-compliant and takes the privacy and security of your health data seriously. All information stored in Guava is secured and encrypted using industry-standard protocols. We also safeguard data from unauthorized access and tampering by using modern cloud technologies built specifically for HIPAA compliance.

Read more about privacy and security.

Get Started With the Guava Provider Dashboard

Fragmented lab data doesn't have to slow you down. The Guava Provider Dashboard brings results from across systems into one intuitive, longitudinal view, giving you the clarity you need to make informed decisions and deliver personalized care.

Start for free and see how Guava can streamline your workflow.


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