Healthcare

Clinical Lab Results Interpreter

Automated system that evaluates laboratory test results against patient context to determine abnormalities and urgent follow-up actions.

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Solution

This clinical decision support system analyzes laboratory test results to flag abnormal values and recommend appropriate follow-up actions. The solution evaluates key lab parameters such as glucose, potassium, hemoglobin, and creatinine against established medical thresholds, identifying critical values that require immediate intervention versus those needing routine monitoring.

The system enhances clinical decision-making by incorporating patient-specific context, including medical conditions, current medications, and known allergies. For patients with diabetes, the system evaluates glucose readings alongside medication regimens to assess risk levels. Similarly, for patients with kidney conditions, creatinine values trigger specialized recommendations. Based on this comprehensive analysis, the solution assigns urgency levels to each case—from routine to urgent—providing clear guidance on required follow-up timeframes and actions, ensuring critical abnormalities receive prompt attention while preventing unnecessary escalations.

How it works

The decision system follows a structured evaluation process:

  1. Lab Data Input: Processes incoming test results along with patient history including existing conditions, medications, and allergies.
  2. Basic Lab Evaluation: Analyzes each test result against standard clinical thresholds to identify abnormal or critical values.
  3. Patient Context Analysis: Evaluates abnormal results within the context of the patient's medical history and current medications.
  4. Risk Assessment: Assigns risk levels based on the combination of test results and patient-specific factors.
  5. Urgency Determination: Classifies cases from routine to urgent based on the presence of critical values and risk assessment.
  6. Follow-up Recommendation: Provides specific action steps and timeframes for clinical follow-up, ranging from immediate provider notification to routine review at next visit.

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