Azure DevOps Demo Models · main
modelops.json

healthcare/hospital-capacity-forecast/modelops.json · 3,950 bytes · read-only public source view
{
  "schemaVersion": "1.0",
  "modelKey": "hospital-capacity-forecast",
  "displayName": "Hospital Capacity and Wait-Time Forecast",
  "description": "Forecasts admissions, bed occupancy and wait-time pressure under demand and staffing scenarios.",
  "industry": "Healthcare",
  "technology": "Python",
  "version": "1.5.0",
  "engineKey": "hospital-capacity",
  "runtime": {
    "adapter": "Python",
    "version": "3.12",
    "entryPoint": "src/hospital_capacity.py"
  },
  "execution": {
    "mode": "managed-or-external",
    "workingDirectory": "healthcare/hospital-capacity-forecast",
    "universalRunner": "tools/modelops_demo_runner.py",
    "allowParameterCommandSubstitution": false
  },
  "parameters": [
    {
      "key": "licensedBeds",
      "label": "Licensed beds",
      "description": "Licensed beds",
      "type": "integer",
      "required": true,
      "defaultValue": "540",
      "choices": [],
      "unit": "beds",
      "minimum": 10,
      "maximum": 10000
    },
    {
      "key": "currentOccupancy",
      "label": "Current occupancy",
      "description": "Current occupancy",
      "type": "decimal",
      "required": true,
      "defaultValue": "0.91",
      "choices": [],
      "unit": "ratio",
      "minimum": 0,
      "maximum": 1
    },
    {
      "key": "monthlyAdmissions",
      "label": "Monthly admissions",
      "description": "Monthly admissions",
      "type": "integer",
      "required": true,
      "defaultValue": "4800",
      "choices": [],
      "unit": "patients",
      "minimum": 1,
      "maximum": 1000000
    },
    {
      "key": "averageLengthStay",
      "label": "Average length of stay",
      "description": "Average length of stay",
      "type": "decimal",
      "required": true,
      "defaultValue": "5.2",
      "choices": [],
      "unit": "days",
      "minimum": 0.1,
      "maximum": 100
    },
    {
      "key": "demandGrowth",
      "label": "Annual demand growth",
      "description": "Annual demand growth",
      "type": "decimal",
      "required": true,
      "defaultValue": "0.032",
      "choices": [],
      "unit": "ratio",
      "minimum": -0.2,
      "maximum": 0.5
    },
    {
      "key": "forecastMonths",
      "label": "Forecast months",
      "description": "Forecast months",
      "type": "integer",
      "required": true,
      "defaultValue": "24",
      "choices": [],
      "unit": "months",
      "minimum": 3,
      "maximum": 60
    },
    {
      "key": "scenario",
      "label": "Operating scenario",
      "description": "Operating scenario",
      "type": "choice",
      "required": true,
      "defaultValue": "Current plan",
      "choices": [
        "Current plan",
        "Winter surge",
        "Staffing shortage",
        "Capacity expansion"
      ],
      "unit": ""
    }
  ],
  "inputs": [
    {
      "key": "serviceLines",
      "label": "Service-line demand",
      "description": "Service-line demand",
      "kind": "file",
      "required": false,
      "acceptedExtensions": [
        ".csv"
      ],
      "samplePath": "sample-inputs/service_lines.csv"
    }
  ],
  "outputs": [
    {
      "key": "capacity",
      "label": "Capacity projection",
      "description": "Capacity projection",
      "pathTemplate": "outputs/capacity_projection.csv",
      "contentType": "text/csv",
      "required": true
    },
    {
      "key": "summary",
      "label": "Operations summary",
      "description": "Operations summary",
      "pathTemplate": "outputs/summary.json",
      "contentType": "application/json",
      "required": true
    }
  ],
  "resources": {
    "cpuCores": 1,
    "memoryMb": 512,
    "timeoutSeconds": 120
  },
  "governance": {
    "criticality": "High",
    "owner": "Demo Model Governance",
    "reviewCycle": "Quarterly",
    "dataClassification": "Synthetic demo data",
    "tags": [
      "Healthcare",
      "Capacity planning",
      "Wait times",
      "Operations"
    ]
  }
}