Add triage_training_data.json

triage_training_data.json

@@ -0,0 +1,1417 @@
+[
+  {
+    "input": "Wildfire spreading rapidly through dry forest. Homes threatened, evacuation ordered.",
+    "metadata": {
+      "location": "Residential Area",
+      "timestamp": "2026-04-18 09:56",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 8807271014",
+      "disaster_type": "wildfire"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "wildfire",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Radioactive material spill at research facility. Contamination monitoring underway.",
+    "metadata": {
+      "location": "Suburban Neighborhood",
+      "timestamp": "2026-04-18 07:42",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 3475313015",
+      "disaster_type": "nuclear_incident"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "nuclear_incident",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Tornado outbreak affecting multiple counties. Widespread damage and power outages.",
+    "metadata": {
+      "location": "Urban Center",
+      "timestamp": "2026-04-18 08:52",
+      "reporter_type": "first_responder",
+      "contact_info": "Radio: Unit 653",
+      "disaster_type": "tornado"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "tornado",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Ash cloud from eruption affecting air quality. Respiratory protection advised.",
+    "metadata": {
+      "location": "Downtown District",
+      "timestamp": "2026-04-18 09:48",
+      "reporter_type": "first_responder",
+      "contact_info": "Radio: Unit 485",
+      "disaster_type": "volcanic_eruption"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "volcanic_eruption",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Train derailment caused toxic spill. Hazardous materials released near populated area.",
+    "metadata": {
+      "location": "Port Facility",
+      "timestamp": "2026-04-18 07:20",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 2918033621",
+      "disaster_type": "transportation_crash"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "transportation_crash",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Major highway pileup involving multiple vehicles. Injuries reported, road blocked.",
+    "metadata": {
+      "location": "Mountain Valley",
+      "timestamp": "2026-04-18 10:03",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 8856363535",
+      "disaster_type": "transportation_crash"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "transportation_crash",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Vehicle ramming attack on crowded street. Multiple injuries, suspect at large.",
+    "metadata": {
+      "location": "Industrial Zone",
+      "timestamp": "2026-04-18 08:13",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 2982667096",
+      "disaster_type": "terrorist_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "terrorist_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "New virus variant spreading rapidly. Hospital capacity nearing limit.",
+    "metadata": {
+      "location": "Urban Center",
+      "timestamp": "2026-04-18 07:27",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 7492313783",
+      "disaster_type": "pandemic"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "pandemic",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Sewage system backup flooding streets. Health hazard declared.",
+    "metadata": {
+      "location": "Suburban Neighborhood",
+      "timestamp": "2026-04-18 08:17",
+      "reporter_type": "emergency_coordinator",
+      "contact_info": "Emergency Operations Center - Ext: 7154",
+      "disaster_type": "infrastructure_failure"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "infrastructure_failure",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Twister damaged shopping center. Cars overturned, structural damage to buildings.",
+    "metadata": {
+      "location": "Downtown District",
+      "timestamp": "2026-04-18 09:26",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 8449926113",
+      "disaster_type": "tornado"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "tornado",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Toxic chemical spill at industrial plant. Hazardous fumes spreading, evacuation needed.",
+    "metadata": {
+      "location": "Rural County",
+      "timestamp": "2026-04-18 09:21",
+      "reporter_type": "government_official",
+      "contact_info": "Office: 6399435902",
+      "disaster_type": "chemical_spill"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "chemical_spill",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Prescribed burn escaped control. Now threatening nearby communities and infrastructure.",
+    "metadata": {
+      "location": "Suburban Neighborhood",
+      "timestamp": "2026-04-18 09:21",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 5721109867",
+      "disaster_type": "wildfire"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "wildfire",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Vehicle ramming attack on crowded street. Multiple injuries, suspect at large.",
+    "metadata": {
+      "location": "Port Facility",
+      "timestamp": "2026-04-18 10:01",
+      "reporter_type": "government_official",
+      "contact_info": "Office: 8189838510",
+      "disaster_type": "terrorist_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "terrorist_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Storm surge has inundated coastal areas. Multiple homes underwater, people trapped.",
+    "metadata": {
+      "location": "Rural County",
+      "timestamp": "2026-04-18 08:46",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 8014071711",
+      "disaster_type": "hurricane"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "hurricane",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Nuclear facility radiation leak detected. Evacuation zone established.",
+    "metadata": {
+      "location": "Coastal Region",
+      "timestamp": "2026-04-18 08:55",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 2893992238",
+      "disaster_type": "nuclear_incident"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "nuclear_incident",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Major earthquake just hit. Buildings collapsed, people trapped under rubble. Aftershocks continuing.",
+    "metadata": {
+      "location": "Coastal Region",
+      "timestamp": "2026-04-18 10:04",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 5447015638",
+      "disaster_type": "earthquake"
+    },
+    "teacher_response": {
+      "severity": "CRITICAL",
+      "priority": "IMMEDIATE",
+      "category": "earthquake",
+      "assigned_department": "Urban Search and Rescue",
+      "estimated_response_time": "< 5 minutes",
+      "escalation_required": true,
+      "immediate_actions": [
+        "Deploy emergency teams",
+        "Establish command post"
+      ],
+      "resource_needs": [
+        "Heavy equipment",
+        "Medical teams"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.95
+    },
+    "rationale": "Triage decision based on CRITICAL severity assessment"
+  },
+  {
+    "input": "Sewage system backup flooding streets. Health hazard declared.",
+    "metadata": {
+      "location": "Industrial Zone",
+      "timestamp": "2026-04-18 07:14",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 4225102796",
+      "disaster_type": "infrastructure_failure"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "infrastructure_failure",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Forest fire approaching town. Strong winds pushing flames toward populated areas.",
+    "metadata": {
+      "location": "Port Facility",
+      "timestamp": "2026-04-18 07:11",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 5499336188",
+      "disaster_type": "wildfire"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "wildfire",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Major earthquake just hit. Buildings collapsed, people trapped under rubble. Aftershocks continuing.",
+    "metadata": {
+      "location": "Residential Area",
+      "timestamp": "2026-04-18 09:03",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 5326779449",
+      "disaster_type": "earthquake"
+    },
+    "teacher_response": {
+      "severity": "CRITICAL",
+      "priority": "IMMEDIATE",
+      "category": "earthquake",
+      "assigned_department": "Urban Search and Rescue",
+      "estimated_response_time": "< 5 minutes",
+      "escalation_required": true,
+      "immediate_actions": [
+        "Deploy emergency teams",
+        "Establish command post"
+      ],
+      "resource_needs": [
+        "Heavy equipment",
+        "Medical teams"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.95
+    },
+    "rationale": "Triage decision based on CRITICAL severity assessment"
+  },
+  {
+    "input": "Industrial accident caused power outage affecting nearby hospital.",
+    "metadata": {
+      "location": "Residential Area",
+      "timestamp": "2026-04-18 07:16",
+      "reporter_type": "emergency_coordinator",
+      "contact_info": "Emergency Operations Center - Ext: 9640",
+      "disaster_type": "industrial_accident"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "industrial_accident",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Disease outbreak at school. Multiple students symptomatic, contact tracing initiated.",
+    "metadata": {
+      "location": "Suburban Neighborhood",
+      "timestamp": "2026-04-18 09:03",
+      "reporter_type": "emergency_coordinator",
+      "contact_info": "Emergency Operations Center - Ext: 4326",
+      "disaster_type": "pandemic"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "pandemic",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Government network intrusion. Sensitive data accessed, security protocols activated.",
+    "metadata": {
+      "location": "Commercial District",
+      "timestamp": "2026-04-18 07:25",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 4417118019",
+      "disaster_type": "cyber_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "cyber_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Major bridge collapse. Vehicles in water, rescue operations underway.",
+    "metadata": {
+      "location": "Port Facility",
+      "timestamp": "2026-04-18 08:12",
+      "reporter_type": "government_official",
+      "contact_info": "Office: 5612060336",
+      "disaster_type": "infrastructure_failure"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "infrastructure_failure",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Bomb threat at government building. Evacuation underway, suspicious package found.",
+    "metadata": {
+      "location": "Industrial Zone",
+      "timestamp": "2026-04-18 07:59",
+      "reporter_type": "government_official",
+      "contact_info": "Office: 9424735682",
+      "disaster_type": "terrorist_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "terrorist_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Category 4 hurricane approaching coast with 150 mph winds. Homes destroyed, flooding widespread.",
+    "metadata": {
+      "location": "Residential Area",
+      "timestamp": "2026-04-18 07:15",
+      "reporter_type": "emergency_coordinator",
+      "contact_info": "Emergency Operations Center - Ext: 1918",
+      "disaster_type": "hurricane"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "hurricane",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Bomb threat at government building. Evacuation underway, suspicious package found.",
+    "metadata": {
+      "location": "Suburban Neighborhood",
+      "timestamp": "2026-04-18 08:46",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 6812651069",
+      "disaster_type": "terrorist_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "terrorist_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "New virus variant spreading rapidly. Hospital capacity nearing limit.",
+    "metadata": {
+      "location": "Downtown District",
+      "timestamp": "2026-04-18 07:29",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 9512839882",
+      "disaster_type": "pandemic"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "pandemic",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Major earthquake just hit. Buildings collapsed, people trapped under rubble. Aftershocks continuing.",
+    "metadata": {
+      "location": "Rural County",
+      "timestamp": "2026-04-18 07:44",
+      "reporter_type": "government_official",
+      "contact_info": "Office: 9256968788",
+      "disaster_type": "earthquake"
+    },
+    "teacher_response": {
+      "severity": "CRITICAL",
+      "priority": "IMMEDIATE",
+      "category": "earthquake",
+      "assigned_department": "Urban Search and Rescue",
+      "estimated_response_time": "< 5 minutes",
+      "escalation_required": true,
+      "immediate_actions": [
+        "Deploy emergency teams",
+        "Establish command post"
+      ],
+      "resource_needs": [
+        "Heavy equipment",
+        "Medical teams"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.95
+    },
+    "rationale": "Triage decision based on CRITICAL severity assessment"
+  },
+  {
+    "input": "Major earthquake just hit. Buildings collapsed, people trapped under rubble. Aftershocks continuing.",
+    "metadata": {
+      "location": "Residential Area",
+      "timestamp": "2026-04-18 08:58",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 3917637857",
+      "disaster_type": "earthquake"
+    },
+    "teacher_response": {
+      "severity": "CRITICAL",
+      "priority": "IMMEDIATE",
+      "category": "earthquake",
+      "assigned_department": "Urban Search and Rescue",
+      "estimated_response_time": "< 5 minutes",
+      "escalation_required": true,
+      "immediate_actions": [
+        "Deploy emergency teams",
+        "Establish command post"
+      ],
+      "resource_needs": [
+        "Heavy equipment",
+        "Medical teams"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.95
+    },
+    "rationale": "Triage decision based on CRITICAL severity assessment"
+  },
+  {
+    "input": "Brush fire jumped containment lines. Threatening residential areas, air quality deteriorating.",
+    "metadata": {
+      "location": "Urban Center",
+      "timestamp": "2026-04-18 08:46",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 7982412708",
+      "disaster_type": "wildfire"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "wildfire",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "River has overflowed banks, flooding entire neighborhood. Water rising rapidly.",
+    "metadata": {
+      "location": "Downtown District",
+      "timestamp": "2026-04-18 09:15",
+      "reporter_type": "emergency_coordinator",
+      "contact_info": "Emergency Operations Center - Ext: 4553",
+      "disaster_type": "flood"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "flood",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Volcanic activity increasing. Seismic activity and gas emissions rising.",
+    "metadata": {
+      "location": "Highway Corridor",
+      "timestamp": "2026-04-18 09:07",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 8397926237",
+      "disaster_type": "volcanic_eruption"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "volcanic_eruption",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Industrial accident caused power outage affecting nearby hospital.",
+    "metadata": {
+      "location": "Residential Area",
+      "timestamp": "2026-04-18 07:13",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 8796219013",
+      "disaster_type": "industrial_accident"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "industrial_accident",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Commercial airplane crash on approach. Emergency response teams mobilizing.",
+    "metadata": {
+      "location": "Rural County",
+      "timestamp": "2026-04-18 09:45",
+      "reporter_type": "first_responder",
+      "contact_info": "Radio: Unit 403",
+      "disaster_type": "transportation_crash"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "transportation_crash",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Nuclear power plant cooling system failure. Emergency protocols activated.",
+    "metadata": {
+      "location": "Industrial Zone",
+      "timestamp": "2026-04-18 08:21",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 9719973201",
+      "disaster_type": "nuclear_incident"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "nuclear_incident",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Tornado outbreak affecting multiple counties. Widespread damage and power outages.",
+    "metadata": {
+      "location": "Port Facility",
+      "timestamp": "2026-04-18 08:37",
+      "reporter_type": "first_responder",
+      "contact_info": "Radio: Unit 657",
+      "disaster_type": "tornado"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "tornado",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Hurricane has caused massive tree falls blocking all roads. Emergency vehicles can't access area.",
+    "metadata": {
+      "location": "Residential Area",
+      "timestamp": "2026-04-18 09:06",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 4459072127",
+      "disaster_type": "hurricane"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "hurricane",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Major bridge collapse. Vehicles in water, rescue operations underway.",
+    "metadata": {
+      "location": "Coastal Region",
+      "timestamp": "2026-04-18 08:59",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 4453659361",
+      "disaster_type": "infrastructure_failure"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "infrastructure_failure",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Industrial accident caused power outage affecting nearby hospital.",
+    "metadata": {
+      "location": "Downtown District",
+      "timestamp": "2026-04-18 08:21",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 2668838876",
+      "disaster_type": "industrial_accident"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "industrial_accident",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Hospital systems hacked. Electronic medical records compromised, patient care impacted.",
+    "metadata": {
+      "location": "Urban Center",
+      "timestamp": "2026-04-18 08:02",
+      "reporter_type": "emergency_coordinator",
+      "contact_info": "Emergency Operations Center - Ext: 3758",
+      "disaster_type": "cyber_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "cyber_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Factory explosion released toxic gases. Respiratory problems reported in vicinity.",
+    "metadata": {
+      "location": "Urban Center",
+      "timestamp": "2026-04-18 09:39",
+      "reporter_type": "first_responder",
+      "contact_info": "Radio: Unit 323",
+      "disaster_type": "chemical_spill"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "chemical_spill",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Storm surge has inundated coastal areas. Multiple homes underwater, people trapped.",
+    "metadata": {
+      "location": "Urban Center",
+      "timestamp": "2026-04-18 08:17",
+      "reporter_type": "first_responder",
+      "contact_info": "Radio: Unit 962",
+      "disaster_type": "hurricane"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "hurricane",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Hurricane has caused massive tree falls blocking all roads. Emergency vehicles can't access area.",
+    "metadata": {
+      "location": "Suburban Neighborhood",
+      "timestamp": "2026-04-18 10:07",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 6282656430",
+      "disaster_type": "hurricane"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "hurricane",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Power grid cyber attack caused widespread outages. Critical infrastructure affected.",
+    "metadata": {
+      "location": "Industrial Zone",
+      "timestamp": "2026-04-18 08:40",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 2616012696",
+      "disaster_type": "cyber_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "cyber_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Cyber attack on critical infrastructure. Systems compromised, emergency protocols activated.",
+    "metadata": {
+      "location": "Coastal Region",
+      "timestamp": "2026-04-18 09:02",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 9592923010",
+      "disaster_type": "terrorist_attack"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "terrorist_attack",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Storm drains backed up, streets now rivers. Homes flooding, basements full.",
+    "metadata": {
+      "location": "Commercial District",
+      "timestamp": "2026-04-18 09:38",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 4172126109",
+      "disaster_type": "flood"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "flood",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Prescribed burn escaped control. Now threatening nearby communities and infrastructure.",
+    "metadata": {
+      "location": "Airport Area",
+      "timestamp": "2026-04-18 09:07",
+      "reporter_type": "business_owner",
+      "contact_info": "Business: 3329833270",
+      "disaster_type": "wildfire"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "wildfire",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Sewage system backup flooding streets. Health hazard declared.",
+    "metadata": {
+      "location": "Port Facility",
+      "timestamp": "2026-04-18 09:16",
+      "reporter_type": "citizen",
+      "contact_info": "Phone: 3654570368",
+      "disaster_type": "infrastructure_failure"
+    },
+    "teacher_response": {
+      "severity": "HIGH",
+      "priority": "URGENT",
+      "category": "infrastructure_failure",
+      "assigned_department": "Emergency Response",
+      "estimated_response_time": "5-15 minutes",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Assess situation",
+        "Coordinate response"
+      ],
+      "resource_needs": [
+        "First responders",
+        "Equipment"
+      ],
+      "follow_up_required": true,
+      "confidence_score": 0.85
+    },
+    "rationale": "Triage decision based on HIGH severity assessment"
+  },
+  {
+    "input": "Ash cloud from eruption affecting air quality. Respiratory protection advised.",
+    "metadata": {
+      "location": "Commercial District",
+      "timestamp": "2026-04-18 07:08",
+      "reporter_type": "government_official",
+      "contact_info": "Office: 5073857920",
+      "disaster_type": "volcanic_eruption"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "volcanic_eruption",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  },
+  {
+    "input": "Ash cloud from eruption affecting air quality. Respiratory protection advised.",
+    "metadata": {
+      "location": "Urban Center",
+      "timestamp": "2026-04-18 08:01",
+      "reporter_type": "medical_staff",
+      "contact_info": "Hospital: ER Desk - 7329480495",
+      "disaster_type": "volcanic_eruption"
+    },
+    "teacher_response": {
+      "severity": "LOW",
+      "priority": "NORMAL",
+      "category": "volcanic_eruption",
+      "assigned_department": "Information Services",
+      "estimated_response_time": "1-4 hours",
+      "escalation_required": false,
+      "immediate_actions": [
+        "Provide information",
+        "Monitor situation"
+      ],
+      "resource_needs": [
+        "Information resources"
+      ],
+      "follow_up_required": false,
+      "confidence_score": 0.65
+    },
+    "rationale": "Triage decision based on LOW severity assessment"
+  }
+]