{
  "articles": [
    {
      "title": "Ingest and store medical data in Azure",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/data/medical-data-ingestion",
      "description": "Create a data store to search and filter medical data by using Azure Data Factory pipelines with preingestion and postingestion validation pipelines.",
      "tags": ["Azure", "Storage"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/data-factory-pipeline.png"
    },
    {
      "title": "Medical data storage solutions",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/medical-data-storage",
      "description": "Store healthcare data effectively and affordably with cloud-based solutions from Azure. Manage medical records with the highest level of built-in security.",
      "tags": ["Azure", "Storage"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/medical-data-storage.png"
    },
    {
      "title": "HIPAA and HITRUST compliant health data AI",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/security-compliance-blueprint-hipaa-hitrust-health-data-ai",
      "description": "Store, manage, and analyze HIPAA-compliant and HITRUST-compliant health data and medical records with the highest level of built-in security.",
      "tags": ["Azure", "Storage"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/security-compliance-blueprint-hipaa-hitrust-health-data-ai.png"
    },
    {
      "title": "Azure Health Data Services architecture guide",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/guide/data/azure-health-data-services",
      "description": "Deploy Azure Health Data Services on Azure to improve your ability to safeguard your organization's health data.",
      "tags": ["Azure", "Analytics"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/azure-health-data-services.png"
    },
    {
      "title": "Remote patient monitoring",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/digital-health/remote-patient-monitoring",
      "description": "Provide a high level of preventative medical care with remote patient monitoring from Azure. Analyze large amounts of medical data in a secure environment.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/remote-patient-monitoring.png"
    },
    {
      "title": "Predict patient length of stay and flow",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/digital-health/predict-patient-length-of-stay",
      "description": "Predict capacity and patient flow for your hospital or healthcare facility so that you can enhance the quality of care and improve operational efficiency.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/predict-length-of-stay-thumbnail.png"
    },
    {
      "title": "Predict hospital readmissions with traditional and automated machine learning techniques",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/ai/predict-hospital-readmissions-machine-learning",
      "description": "Learn how healthcare and life science organizations can centralize data and use data science and machine learning to stay relevant to their customers.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/predict-hospital-readmissions-machine-learning.png"
    },
    {
      "title": "Implement risk prediction for surgeries",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/ai/risk-stratification-surgery",
      "description": "Enable a risk stratification model for surgeries.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/surgery-risk-models.png"
    },
    {
      "title": "Donor-patient matching on Azure Machine Learning",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/machine-learning/donor-patient-cross-match",
      "description": "Use Azure Machine Learning with the Ray-on-AML library to run and train donor-patient cross match models over FHIR and health data.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/donor-patient-match.png"
    },
    {
      "title": "Health data consortium on Azure",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/data/azure-health-data-consortium",
      "description": "Build a data consortium to share healthcare data among partners. Collect data from multiple sources and share it with members in a secure and efficient way.",
      "tags": ["Azure", "Databases"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/azure-health-data-consortium-architecture-thumbnail.png"
    },
    {
      "title": "Consumer health portal on Azure",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/digital-health/health-portal",
      "description": "Explore an Azure architecture for a consumer health portal in a digital health solution.",
      "tags": ["Azure", "Web"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/consumer-health-portal-thumbnail.png"
    },
    {
      "title": "Virtual health on Microsoft Cloud for Healthcare",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/mch-health/virtual-health-mch",
      "description": "This article describes an architecture to develop a virtual health solution using Microsoft Cloud for Healthcare.",
      "tags": ["Azure", "Web"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/virtual-health-solution.png"
    },
    {
      "title": "Analyze call center recordings using text analytics for health and Azure OpenAI Service",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/healthcare/analyze-recordings-text-analytics-azure-openai",
      "description": "Automate the transcription of healthcare-specific audio data and the process of serving that data to end users.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/analyze-recordings-text-analytics-azure-openai-thumbnail.png"
    },
    {
      "title": "Large-scale custom natural language processing (NLP)",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/ai-ml/idea/large-scale-custom-natural-language-processing",
      "description": "Implement a custom natural language processing (NLP) solution in Azure. Use Spark NLP for tasks like topic and sentiment detection and analysis.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/large-scale-custom-natural-language-processing-thumbnail.png"
    },
    {
      "title": "Natural language processing technology",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/data-guide/technology-choices/natural-language-processing",
      "description": "Choose a natural language processing service for sentiment analysis, topic and language detection, key phrase extraction, and document categorization.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/natural-language-processing-thumbnail.png"
    },
    {
      "title": "Analyze observational patient data by using OHDSI with the OMOP CDM",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/digital-health/patient-data-ohdsi-omop-cdm",
      "description": "Deploy and operate a solution that uses OHDSI and the OMOP CDM to analyze observational patient data.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/ohdsi-azure.png"
    },
    {
      "title": "Secure research environment for regulated data",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/ai-ml/architecture/secure-compute-for-research",
      "description": "Architecture on Azure that shows a regulated environment for researchers to access sensitive data while providing a higher level of control and data protection.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/secure-research-env.svg"
    },
    {
      "title": "Use Azure Kubernetes Service to host GPU-based workloads",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/reference-architectures/containers/aks-gpu/gpu-aks",
      "description": "Learn how to use Azure Kubernetes Service to host GPU-based workloads, including machine learning, deep learning, and high-performance computing (HPC) workloads.",
      "tags": ["Azure", "Containers"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/aks-baseline-architecture.png"
    },
    {
      "title": "IoT Edge data storage and processing",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/data-storage-edge",
      "description": "Use edge devices in your IoT implementation to provide quick response, high availability, and high bandwidth.",
      "tags": ["Azure", "Internet of Things"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/data-storage-edge-thumbnail.png"
    },
    {
      "title": "Generate embeddings",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/rag/rag-generating-embeddings",
      "description": "Learn about why your choice of embedding model can affect your vector search results and read guidance on how to choose an embedding model.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/speech-text-thumb.png"
    },
    {
      "title": "Use AI to forecast customer orders",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/solution-ideas/articles/next-order-forecasting",
      "description": "Learn how to use AI and machine learning to forecast a customer's future order quantity for a specific SKU.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/order-forecasting.png"
    },
    {
      "title": "Integration architecture design",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/integration/integration-start-here",
      "description": "Bring workflows together and automate processes by connecting apps, data, services, and devices. See resources with integration guidelines and recommendations.",
      "tags": ["Azure", "Hybrid + multicloud"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/integration-basic-architecture-thumbnail.png"
    },
    {
      "title": "Clinical insights with Microsoft Cloud for Healthcare",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/mch-health/medical-data-insights",
      "description": "This article describes an architecture that uses Microsoft Cloud for Healthcare to gather insights from clinical and medical data.",
      "tags": ["Industry Solutions", "Web"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/clinical-insights-solution-thumbnail.png"
    },
    {
      "title": "Implement real-time anomaly detection for conveyor belts",
      "href": "https://learn.microsoft.com/en-us/azure/architecture/example-scenario/ai/real-time-anomaly-detection-conveyor-belt",
      "description": "View a reference architecture that describes how to enable real-time anomaly detection for conveyor belts.",
      "tags": ["Azure", "AI + Machine Learning"],
      "image": "https://learn.microsoft.com/en-us/azure/architecture/browse/thumbs/real-time-anomaly-detection.png"
    }
  ]
}