Step 1: Contextual Framework Pass (Facts)
Extract roles, states, and resources from the facts section
Duty to Report – Material Information
Step 1 of 5
Facts Section
Section Content:
Facts: Engineer Intern A is an unlicensed engineer in the DOT’s bridge inspection program under the supervision of Engineer B, a PE and state DOT director. While reviewing the inspection report for a bridge, Engineer Intern A observed that an inspector under the supervision of Engineer Intern A had failed to report a visibly obvious defect in a concrete bridge member. Concerned, Engineer Intern A reviewed the inspector’s reports and photographs going back five years and discovered that the same inspector had failed to report the same defect for at least five years. Engineer Intern A reported the defect to Engineer B but did not report the fact that the defect had been visibly obvious for at least five years.
Roles Extraction
LLM Prompt
DUAL ROLE EXTRACTION - Professional Roles Analysis
EXISTING ROLE CLASSES IN ONTOLOGY:
- Employer Relationship Role: Organizational relationship balancing loyalty and independence
- Engineer Role: A professional role involving engineering practice and responsibilities
- Participant Role: A role of an involved party or stakeholder that does not itself establish professional obligations (
- Professional Peer Role: Collegial relationship with mentoring and review obligations
- Professional Role: A role within a profession that entails recognized ends/goals of practice (e.g., safeguarding public
- Provider-Client Role: Service delivery relationship with duties of competence and care
- Public Responsibility Role: Societal obligation that can override other professional duties
- Role: A role that can be realized by processes involving professional duties and ethical obligations. This
- Stakeholder Role: A participant role borne by stakeholders such as Clients, Employers, and the Public. Typically not t
- Test Professional Role: Test class for source reference
- Test Professional Role: Test class for source reference
- Test Professional Role: Test class for source reference
- Test Professional Role: Test class for source reference
- Test Professional Role: Test class for source reference
=== TASK ===
From the following case text (facts section), extract information at TWO levels:
LEVEL 1 - NEW ROLE CLASSES: Identify professional roles that appear to be NEW types not covered by existing classes above. Look for:
- Specialized professional functions
- Emerging role types in engineering/technology
- Domain-specific professional positions
- Roles with unique qualifications or responsibilities
For each NEW role class, provide:
- label: Clear professional role name
- definition: Detailed description of role function and scope
- distinguishing_features: What makes this role unique/different
- professional_scope: Areas of responsibility and authority
- typical_qualifications: Required education, licensing, experience
- generated_obligations: What specific duties does this role create?
- associated_virtues: What virtues/qualities are expected (integrity, competence, etc.)?
- relationship_type: Provider-Client, Professional Peer, Employer, Public Responsibility
- domain_context: Engineering/Medical/Legal/etc.
- examples_from_case: How this role appears in the case text
- source_text: EXACT text snippet from the case where this role class is first identified or described (max 200 characters)
LEVEL 2 - ROLE INDIVIDUALS: Identify specific people mentioned who fulfill professional roles. For each person:
- name: EXACT name or identifier as it appears in the text (e.g., "Engineer A", "Client B", "Dr. Smith")
- role_classification: Which role class they fulfill (use existing classes when possible, or new class label if discovered)
- attributes: Specific qualifications, experience, titles, licenses mentioned in the text
- relationships: Employment, reporting, collaboration relationships explicitly stated
- Each relationship should specify: type (employs, reports_to, collaborates_with, serves_client, etc.) and target (person/org name)
- active_obligations: What specific duties is this person fulfilling in the case?
- ethical_tensions: Any conflicts between role obligations and personal/other obligations?
- case_involvement: How they participate in this case
- source_text: EXACT text snippet from the case where this individual is first mentioned or described (max 200 characters)
IMPORTANT: Use ONLY the actual names/identifiers found in the case text. DO NOT create realistic names or make up details not explicitly stated.
CASE TEXT:
Engineer Intern A is an unlicensed engineer in the DOT’s bridge inspection program under the supervision of Engineer B, a PE and state DOT director. While reviewing the inspection report for a bridge, Engineer Intern A observed that an inspector under the supervision of Engineer Intern A had failed to report a visibly obvious defect in a concrete bridge member. Concerned, Engineer Intern A reviewed the inspector’s reports and photographs going back five years and discovered that the same inspector had failed to report the same defect for at least five years. Engineer Intern A reported the defect to Engineer B but did not report the fact that the defect had been visibly obvious for at least five years.
Respond with valid JSON in this format:
{
"new_role_classes": [
{
"label": "Environmental Compliance Specialist",
"definition": "Professional responsible for ensuring projects meet environmental regulations and standards",
"distinguishing_features": ["Environmental regulation expertise", "Compliance assessment capabilities", "EPA standards knowledge"],
"professional_scope": "Environmental impact assessment, regulatory compliance review, permit coordination",
"typical_qualifications": ["Environmental engineering degree", "Regulatory compliance experience", "Knowledge of EPA standards"],
"generated_obligations": ["Ensure regulatory compliance", "Report violations", "Maintain environmental standards"],
"associated_virtues": ["Environmental stewardship", "Regulatory integrity", "Technical competence"],
"relationship_type": "Provider-Client",
"domain_context": "Engineering",
"examples_from_case": ["Engineer A was retained to prepare environmental assessment", "specialist reviewed compliance requirements"],
"source_text": "Engineer A was retained to prepare environmental assessment"
}
],
"role_individuals": [
{
"name": "Engineer A",
"role_classification": "Environmental Compliance Specialist",
"attributes": {
"title": "Engineer",
"license": "professional engineering license",
"specialization": "environmental engineer",
"experience": "several years of experience"
},
"relationships": [
{"type": "retained_by", "target": "Client W"}
],
"case_involvement": "Retained to prepare comprehensive report addressing organic compound characteristics",
"source_text": "Engineer A, a professional engineer with several years of experience, was retained by Client W"
}
]
}
Saved: 2025-12-29 21:39
LLM Response
```json
{
"new_role_classes": [
{
"label": "Engineer Intern",
"definition": "An unlicensed engineering professional working under supervision while gaining experience toward licensure",
"distinguishing_features": ["Unlicensed status", "Works under PE supervision", "In training for professional licensure", "Limited independent authority"],
"professional_scope": "Performing engineering tasks under supervision, reviewing work of subordinates, reporting to supervising PE",
"typical_qualifications": ["Engineering degree", "Engineer-in-training certification", "Working toward PE licensure"],
"generated_obligations": ["Report defects to supervisor", "Ensure quality of subordinate work", "Maintain professional standards despite unlicensed status"],
"associated_virtues": ["Integrity", "Diligence", "Professional development", "Accountability"],
"relationship_type": "Employer Relationship Role",
"domain_context": "Engineering",
"examples_from_case": ["Engineer Intern A supervises inspectors", "Reports findings to supervising PE"],
"source_text": "Engineer Intern A is an unlicensed engineer in the DOT's bridge inspection program under the supervision of Engineer B"
},
{
"label": "Bridge Inspector",
"definition": "Technical professional responsible for conducting physical inspections of bridge infrastructure and documenting defects",
"distinguishing_features": ["Field inspection duties", "Technical documentation responsibilities", "Reports to engineering staff"],
"professional_scope": "Physical bridge inspection, defect identification, photographic documentation, inspection reporting",
"typical_qualifications": ["Bridge inspection certification", "Technical training in structural assessment", "Knowledge of inspection standards"],
"generated_obligations": ["Accurately report all visible defects", "Maintain complete inspection records", "Document conditions with photographs"],
"associated_virtues": ["Attention to detail", "Technical accuracy", "Honesty in reporting", "Thoroughness"],
"relationship_type": "Employer Relationship Role",
"domain_context": "Engineering",
"examples_from_case": ["Inspector failed to report visible defect", "Inspector creates reports and photographs"],
"source_text": "an inspector under the supervision of Engineer Intern A had failed to report a visibly obvious defect"
}
],
"role_individuals": [
{
"name": "Engineer Intern A",
"role_classification": "Engineer Intern",
"attributes": {
"title": "Engineer Intern",
"license": "unlicensed",
"position": "DOT bridge inspection program",
"authority": "supervises inspectors"
},
"relationships": [
{"type": "supervised_by", "target": "Engineer B"},
{"type": "supervises", "target": "inspector"}
],
"active_obligations": ["Review inspection reports", "Supervise inspectors", "Report defects to supervisor"],
"ethical_tensions": "Failed to fully disclose that defect had been unreported for five years",
"case_involvement": "Discovered unreported defect, reviewed five years of reports, reported defect but not full history to supervisor",
"source_text": "Engineer Intern A is an unlicensed engineer in the DOT's bridge inspection program under the supervision of Engineer B"
},
{
"name": "Engineer B",
"role_classification": "Engineer Role",
"attributes": {
"title": "state DOT director",
"license": "PE",
"position": "director",
"authority": "supervises Engineer Intern A"
},
"relationships": [
{"type": "supervises", "target": "Engineer Intern A"}
],
"active_obligations": ["Supervise Engineer Intern A", "Oversee bridge inspection program", "Ensure public safety"],
"ethical_tensions": "Not fully informed about five-year history of unreported defect",
"case_involvement": "Received report about defect from Engineer Intern A but not informed of five-year history",
"source_text": "Engineer B, a PE and state DOT director"
}
]
}
```
States Extraction
LLM Prompt
EXISTING STATE CLASSES IN ONTOLOGY (DO NOT RE-EXTRACT THESE):
STATE STATES:
- AI Tool Inexperience State: A state where a professional is using AI tools without prior experience or full understanding of their functionality, accuracy, and limitations
- AI Tool Reliance State: A state where a professional is using AI-generated content or tools for technical work without full verification processes
- Certification Required State: Checkpoint state requiring formal validation processes
- Client Risk Acceptance State: A state where a client has been fully informed of specific risks to vulnerable populations but chooses to proceed without mitigation measures
- Climate Resilience Policy State: A state where an organization has formal policies requiring infrastructure projects to incorporate climate change resilience and sustainability considerations
- Competing Duties State: State requiring ethical prioritization between conflicting obligations
- Confidentiality Breach State: A state where client confidential information has been exposed to unauthorized parties or systems without prior consent
- Conflict of Interest State: Professional situation where personal and professional interests compete
- Disproportionate Impact Discovery State: A state where a professional has discovered that a proposed solution would disproportionately harm a specific vulnerable population under certain conditions
- Insufficient Attribution State: A state where substantial contributions to work product from AI or other sources are not properly acknowledged or cited
- Make Objective Truthful Statements: Requirement for honesty in professional communications
- Mentor Absence State: A state where a professional lacks access to their established mentor or supervisor for guidance and quality assurance, affecting their confidence and work processes
- Non-Compliant State: State requiring compliance remediation
- Non-Compliant State: Problematic state requiring immediate corrective action
- Objective and Truthful Statements: Requirement for honesty in professional communications
- Professional Position Statement: Official position statements from professional organizations defining key concepts and standards
- Provide Objective Statements: Professional communication standard
- Public Statements: Requirement for honesty and objectivity in all public communications and professional statements
- Regulatory Compliance State: Legal compliance context constraining actions
- Stakeholder Division State: A state where stakeholder groups have expressed conflicting preferences for different technical solutions, creating competing pressures on professional decision-making
- State: A quality representing conditions that affect ethical decisions and professional conduct. This is the S component of the formal specification D=(R,P,O,S,Rs,A,E,Ca,Cs).
- Technical Writing Insecurity State: A state where a professional lacks confidence in a specific technical skill area despite having expertise in other aspects of their field
IMPORTANT: Only extract NEW state types not listed above!
You are analyzing a professional ethics case to extract both STATE CLASSES and STATE INSTANCES.
DEFINITIONS:
- STATE CLASS: A type of situational condition (e.g., "Conflict of Interest", "Emergency Situation", "Resource Constraint")
- STATE INDIVIDUAL: A specific instance of a state active in this case attached to specific people/organizations
CRITICAL REQUIREMENT: Every STATE CLASS you identify MUST be based on at least one specific STATE INDIVIDUAL instance in the case.
You cannot propose a state class without providing the concrete instance(s) that demonstrate it.
KEY INSIGHT FROM LITERATURE:
States are not abstract - they are concrete conditions affecting specific actors at specific times.
Each state has a subject (WHO is in the state), temporal boundaries (WHEN), and causal relationships (WHY).
YOUR TASK - Extract two LINKED types of entities:
1. NEW STATE CLASSES (types not in the existing ontology above):
- Novel types of situational states discovered in this case
- Must be sufficiently general to apply to other cases
- Should represent distinct environmental or contextual conditions
- Consider both inertial (persistent) and non-inertial (momentary) fluents
2. STATE INDIVIDUALS (specific instances in this case):
- Specific states active in this case narrative
- MUST be attached to specific individuals or organizations in the case
- Include temporal properties (when initiated, when terminated)
- Include causal relationships (triggered by what event, affects which obligations)
- Map to existing classes where possible, or to new classes you discover
EXTRACTION GUIDELINES:
For NEW STATE CLASSES, identify:
- Label: Clear, professional name for the state type
- Definition: What this state represents
- Activation conditions: What events/conditions trigger this state
- Termination conditions: What events/conditions end this state
- Persistence type: "inertial" (persists until terminated) or "non-inertial" (momentary)
- Affected obligations: Which professional duties does this state affect?
- Temporal properties: How does this state evolve over time?
- Domain context: Medical/Engineering/Legal/etc.
- Examples from case: Specific instances showing this state type
For STATE INDIVIDUALS, identify:
- Identifier: Unique descriptor (e.g., "John_Smith_ConflictOfInterest_ProjectX")
- State class: Which state type it represents (existing or new)
- Subject: WHO is in this state (person/organization name from the case)
- Initiated by: What event triggered this state?
- Initiated at: When did this state begin?
- Terminated by: What event ended this state (if applicable)?
- Terminated at: When did this state end (if applicable)?
- Affects obligations: Which specific obligations were affected?
- Urgency/Intensity: Does this state's urgency change over time?
- Related parties: Who else is affected by this state?
- Case involvement: How this state affected the case outcome
CASE TEXT FROM facts SECTION:
Engineer Intern A is an unlicensed engineer in the DOT’s bridge inspection program under the supervision of Engineer B, a PE and state DOT director. While reviewing the inspection report for a bridge, Engineer Intern A observed that an inspector under the supervision of Engineer Intern A had failed to report a visibly obvious defect in a concrete bridge member. Concerned, Engineer Intern A reviewed the inspector’s reports and photographs going back five years and discovered that the same inspector had failed to report the same defect for at least five years. Engineer Intern A reported the defect to Engineer B but did not report the fact that the defect had been visibly obvious for at least five years.
Respond with a JSON structure. Here's a CONCRETE EXAMPLE showing the required linkage:
EXAMPLE (if the case mentions "Engineer A faced a conflict when discovering his brother worked for the contractor"):
{
"new_state_classes": [
{
"label": "Family Conflict of Interest",
"definition": "A state where a professional's family relationships create potential bias in professional decisions",
"activation_conditions": ["Discovery of family member involvement", "Family member has financial interest"],
"termination_conditions": ["Recusal from decision", "Family member withdraws"],
"persistence_type": "inertial",
"affected_obligations": ["Duty of impartiality", "Disclosure requirements"],
"temporal_properties": "Persists until formally addressed through recusal or disclosure",
"domain_context": "Engineering",
"examples_from_case": ["Engineer A discovered brother worked for ABC Contractors"],
"source_text": "Engineer A faced a conflict when discovering his brother worked for the contractor",
"confidence": 0.85,
"rationale": "Specific type of conflict not covered by general COI in existing ontology"
}
],
"state_individuals": [
{
"identifier": "EngineerA_FamilyConflict_ABCContractors",
"state_class": "Family Conflict of Interest",
"subject": "Engineer A",
"initiated_by": "Discovery that brother is senior manager at ABC Contractors",
"initiated_at": "When bidding process began",
"terminated_by": "Engineer A recused from contractor selection",
"terminated_at": "Two weeks after discovery",
"affects_obligations": ["Maintain impartial contractor selection", "Disclose conflicts to client"],
"urgency_level": "high",
"related_parties": ["Client B", "ABC Contractors", "Engineer A's brother"],
"case_involvement": "Led to Engineer A's recusal from contractor selection process",
"source_text": "Engineer A discovered his brother is senior manager at ABC Contractors during the bidding process",
"is_existing_class": false,
"confidence": 0.9
}
]
}
YOUR RESPONSE FORMAT (use the same structure with YOUR case's specific details):
{
"new_state_classes": [
// For each new state type you discover
],
"state_individuals": [
// For each specific instance in the case (MUST have at least one per new class)
]
}
EXTRACTION RULES:
1. For EVERY new state class you identify, you MUST provide at least one corresponding state individual
2. State individuals MUST have a clear subject (specific person/organization from the case)
3. If you cannot identify a specific instance, do not create the state class
4. States without subjects are invalid (e.g., cannot have "general emergency" - must be "City M's water emergency")
5. Each state individual should clearly demonstrate why its state class is needed
Focus on states that:
1. Are attached to specific individuals or organizations mentioned in the case
2. Have clear temporal boundaries (when initiated, when terminated)
3. Affect specific ethical obligations or professional duties
4. Show causal relationships with events in the case
5. Demonstrate the context-dependent nature of professional ethics
EXAMPLE OF CORRECT EXTRACTION:
State Class: "Public Health Risk State"
State Individual: "City_M_PublicHealthRisk_2023" with subject="City M", initiated_by="Decision to change water source", affects_obligations=["Ensure public safety", "Provide clean water"]
EXAMPLE OF INCORRECT EXTRACTION:
State Class: "Emergency Situation" with NO corresponding individual (INVALID - no specific instance)
Saved: 2025-12-29 21:40
LLM Response
```json
{
"new_state_classes": [
{
"label": "Inspection Defect Discovery State",
"definition": "A state where a supervising professional has discovered that inspection reports contain unreported defects that were visibly obvious during inspection",
"activation_conditions": ["Discovery of unreported defects in inspection reports", "Evidence that defects were visibly obvious at time of inspection"],
"termination_conditions": ["Full disclosure to appropriate authorities", "Corrective action completed", "Investigation concluded"],
"persistence_type": "inertial",
"affected_obligations": ["Duty to report safety issues", "Duty to ensure inspection accuracy", "Duty to protect public safety"],
"temporal_properties": "Persists from discovery until proper reporting and corrective actions are completed",
"domain_context": "Engineering",
"examples_from_case": ["Engineer Intern A discovered inspector failed to report visible concrete defect for 5 years"],
"source_text": "Engineer Intern A observed that an inspector under the supervision of Engineer Intern A had failed to report a visibly obvious defect",
"confidence": 0.9,
"rationale": "Specific state involving discovery of systematic inspection failures not covered by existing states"
},
{
"label": "Partial Disclosure State",
"definition": "A state where a professional has reported some critical information to supervisors but intentionally withheld related significant details that affect the severity or scope of the issue",
"activation_conditions": ["Reporting an issue to supervisor", "Conscious decision to withhold related critical information"],
"termination_conditions": ["Full disclosure of withheld information", "Discovery of withheld information by others", "Statute of limitations expires"],
"persistence_type": "inertial",
"affected_obligations": ["Duty of complete disclosure", "Duty of honesty to supervisors", "Duty to protect public welfare"],
"temporal_properties": "Persists from initial partial report until full disclosure or discovery",
"domain_context": "Engineering",
"examples_from_case": ["Engineer Intern A reported defect but not the 5-year history of non-reporting"],
"source_text": "Engineer Intern A reported the defect to Engineer B but did not report the fact that the defect had been visibly obvious for at least five years",
"confidence": 0.95,
"rationale": "Distinct from complete non-disclosure or confidentiality breach - involves selective reporting"
},
{
"label": "Supervisory Responsibility State",
"definition": "A state where an unlicensed professional has formal supervisory responsibilities over other professionals' work despite lacking full licensure",
"activation_conditions": ["Assignment of supervisory duties", "Lack of professional license", "Responsibility for work quality of subordinates"],
"termination_conditions": ["Obtaining professional license", "Removal from supervisory role", "Transfer of supervisory duties"],
"persistence_type": "inertial",
"affected_obligations": ["Duty to ensure work quality", "Duty to report deficiencies", "Duty to acknowledge limitations"],
"temporal_properties": "Persists throughout duration of supervisory assignment",
"domain_context": "Engineering",
"examples_from_case": ["Engineer Intern A supervising inspector despite being unlicensed"],
"source_text": "an inspector under the supervision of Engineer Intern A",
"confidence": 0.85,
"rationale": "Specific state of unlicensed supervision not covered by existing mentor absence or inexperience states"
}
],
"state_individuals": [
{
"identifier": "EngineerInternA_InspectionDefectDiscovery_BridgeInspection",
"state_class": "Inspection Defect Discovery State",
"subject": "Engineer Intern A",
"initiated_by": "Review of bridge inspection report revealing unreported visible defect",
"initiated_at": "During routine inspection report review",
"terminated_by": "Not terminated in case narrative",
"terminated_at": "Ongoing at case end",
"affects_obligations": ["Report safety issues to authorities", "Ensure public safety", "Maintain inspection integrity"],
"urgency_level": "high",
"related_parties": ["Engineer B", "Unnamed inspector", "DOT", "Public using bridge"],
"case_involvement": "Central discovery that triggered partial reporting to supervisor",
"source_text": "Engineer Intern A observed that an inspector under the supervision of Engineer Intern A had failed to report a visibly obvious defect in a concrete bridge member",
"is_existing_class": false,
"confidence": 0.9
},
{
"identifier": "EngineerInternA_PartialDisclosure_FiveYearHistory",
"state_class": "Partial Disclosure State",
"subject": "Engineer Intern A",
"initiated_by": "Decision to report defect but withhold 5-year history of non-reporting",
"initiated_at": "When reporting defect to Engineer B",
"terminated_by": "Not terminated in case narrative",
"terminated_at": "Ongoing at case end",
"affects_obligations": ["Complete disclosure to supervisors", "Protect public from ongoing safety risks", "Ensure accountability for inspection failures"],
"urgency_level": "high",
"related_parties": ["Engineer B", "DOT leadership", "Public"],
"case_involvement": "Created ethical dilemma by withholding critical historical context",
"source_text": "Engineer Intern A reported the defect to Engineer B but did not report the fact that the defect had been visibly obvious for at least five years",
"is_existing_class": false,
"confidence": 0.95
},
{
"identifier": "EngineerInternA_SupervisoryResponsibility_InspectorOversight",
"state_class": "Supervisory Responsibility State",
"subject": "Engineer Intern A",
"initiated_by": "Assignment to DOT bridge inspection program with supervisory duties",
"initiated_at": "Upon joining bridge inspection program",
"terminated_by": "Not terminated in case narrative",
"terminated_at": "Ongoing at case end",
"affects_obligations": ["Ensure quality of subordinate's work", "Report deficiencies in inspection process", "Acknowledge limitations of unlicensed status"],
"urgency_level": "medium",
"related_parties": ["Engineer B", "Unnamed inspector", "DOT"],
"case_involvement": "Created responsibility for discovering and addressing inspection failures",
"source_text": "an inspector under the supervision of Engineer Intern A",
"is_existing_class": false,
"confidence": 0.85
}
]
}
```
Resources Extraction
LLM Prompt
EXISTING RESOURCE CLASSES IN ONTOLOGY (DO NOT RE-EXTRACT THESE):
- Legal Resource: Legal framework constraining professional practice
- Resource: An independent continuant entity that serves as input or reference for professional activities. This is the Rs component of the formal specification D=(R,P,O,S,Rs,A,E,Ca,Cs).
- Resource Constrained: Resource limitation affecting available actions
- Resource Constraint: Limitations on available time, budget, materials, or human resources (Ganascia 2007)
- Resource Type: Meta-class for specific resource types recognized by the ProEthica system
- Resources Available: Resource sufficiency enabling full options
IMPORTANT: Only extract NEW resource types not listed above!
You are analyzing a professional ethics case to extract both RESOURCE CLASSES and RESOURCE INSTANCES.
DEFINITIONS:
- RESOURCE CLASS: A type of document, tool, standard, or knowledge source (e.g., "Emergency Response Protocol", "Technical Specification", "Ethics Code")
- RESOURCE INDIVIDUAL: A specific instance of a resource used in this case (e.g., "NSPE Code of Ethics 2023", "City M Water Quality Standards")
CRITICAL REQUIREMENT: Every RESOURCE CLASS you identify MUST be based on at least one specific RESOURCE INDIVIDUAL instance in the case.
You cannot propose a resource class without providing the concrete instance(s) that demonstrate it.
YOUR TASK - Extract two LINKED types of entities:
1. NEW RESOURCE CLASSES (types not in the existing ontology above):
- Novel types of resources discovered in this case
- Must be sufficiently general to apply to other cases
- Should represent distinct categories of decision-making resources
- Consider documents, tools, standards, guidelines, databases, etc.
2. RESOURCE INDIVIDUALS (specific instances in this case):
- Specific documents, tools, or knowledge sources mentioned
- MUST have identifiable titles or descriptions
- Include metadata (creator, date, version) where available
- Map to existing classes where possible, or to new classes you discover
EXTRACTION GUIDELINES:
For NEW RESOURCE CLASSES, identify:
- Label: Clear, professional name for the resource type
- Definition: What this resource type represents
- Resource type: document, tool, standard, guideline, database, etc.
- Accessibility: public, restricted, proprietary, etc.
- Authority source: Who typically creates/maintains these resources
- Typical usage: How these resources are typically used
- Domain context: Medical/Engineering/Legal/etc.
- Examples from case: Specific instances showing this resource type
For RESOURCE INDIVIDUALS, identify:
- Identifier: Unique descriptor (e.g., "NSPE_CodeOfEthics_2023")
- Resource class: Which resource type it represents (existing or new)
- Document title: Official name or description
- Created by: Organization or authority that created it
- Created at: When it was created (if mentioned)
- Version: Edition or version information
- URL or location: Where to find it (if mentioned)
- Used by: Who used this resource in the case
- Used in context: How this resource was applied
- Case involvement: How this resource affected decisions
CASE TEXT FROM facts SECTION:
Engineer Intern A is an unlicensed engineer in the DOT’s bridge inspection program under the supervision of Engineer B, a PE and state DOT director. While reviewing the inspection report for a bridge, Engineer Intern A observed that an inspector under the supervision of Engineer Intern A had failed to report a visibly obvious defect in a concrete bridge member. Concerned, Engineer Intern A reviewed the inspector’s reports and photographs going back five years and discovered that the same inspector had failed to report the same defect for at least five years. Engineer Intern A reported the defect to Engineer B but did not report the fact that the defect had been visibly obvious for at least five years.
Respond with a JSON structure. Here's an EXAMPLE:
EXAMPLE (if the case mentions "Engineer A consulted the NSPE Code of Ethics and the state's engineering regulations"):
{
"new_resource_classes": [
{
"label": "State Engineering Regulations",
"definition": "Legal requirements and regulations governing engineering practice at the state level",
"resource_type": "regulatory_document",
"accessibility": ["public", "official"],
"authority_source": "State Engineering Board",
"typical_usage": "Legal compliance and professional practice guidance",
"domain_context": "Engineering",
"examples_from_case": ["State engineering regulations consulted by Engineer A"],
"source_text": "Engineer A consulted the state's engineering regulations",
"confidence": 0.85,
"rationale": "Specific type of regulatory resource not in existing ontology"
}
],
"resource_individuals": [
{
"identifier": "NSPE_CodeOfEthics_Current",
"resource_class": "Professional Ethics Code",
"document_title": "NSPE Code of Ethics",
"created_by": "National Society of Professional Engineers",
"created_at": "Current version",
"version": "Current",
"used_by": "Engineer A",
"used_in_context": "Consulted for ethical guidance on conflict of interest",
"case_involvement": "Provided framework for ethical decision-making",
"source_text": "Engineer A consulted the NSPE Code of Ethics",
"is_existing_class": true,
"confidence": 0.95
},
{
"identifier": "State_Engineering_Regulations_Current",
"resource_class": "State Engineering Regulations",
"document_title": "State Engineering Practice Act and Regulations",
"created_by": "State Engineering Board",
"used_by": "Engineer A",
"used_in_context": "Referenced for legal requirements",
"case_involvement": "Defined legal obligations for professional practice",
"source_text": "Engineer A referenced the State Engineering Practice Act and Regulations",
"is_existing_class": false,
"confidence": 0.9
}
]
}
EXTRACTION RULES:
1. For EVERY new resource class you identify, you MUST provide at least one corresponding resource individual
2. Resource individuals MUST have identifiable titles or descriptions
3. If you cannot identify a specific instance, do not create the resource class
4. Focus on resources that directly influence decision-making in the case
5. Each resource individual should clearly demonstrate why its resource class is needed
Focus on resources that:
1. Are explicitly mentioned or referenced in the case
2. Guide professional decisions or actions
3. Provide standards, requirements, or frameworks
4. Serve as knowledge sources for the professionals involved
Saved: 2025-12-29 21:40
LLM Response
```json
{
"new_resource_classes": [
{
"label": "Bridge Inspection Report",
"definition": "Technical documentation recording the structural condition, defects, and maintenance needs of bridge infrastructure",
"resource_type": "technical_document",
"accessibility": ["restricted", "official"],
"authority_source": "Department of Transportation inspection teams",
"typical_usage": "Infrastructure safety assessment, maintenance planning, and regulatory compliance",
"domain_context": "Civil Engineering/Transportation",
"examples_from_case": ["Inspection report for a bridge reviewed by Engineer Intern A"],
"source_text": "While reviewing the inspection report for a bridge",
"confidence": 0.95,
"rationale": "Specific type of technical assessment document central to the case"
},
{
"label": "Historical Inspection Records",
"definition": "Archive of past inspection reports and photographic documentation tracking infrastructure conditions over time",
"resource_type": "database/archive",
"accessibility": ["restricted", "internal"],
"authority_source": "Department of Transportation records management",
"typical_usage": "Trend analysis, defect tracking, and verification of inspection consistency",
"domain_context": "Civil Engineering/Transportation",
"examples_from_case": ["Inspector's reports and photographs going back five years"],
"source_text": "reviewed the inspector's reports and photographs going back five years",
"confidence": 0.9,
"rationale": "Historical documentation system used to identify pattern of unreported defects"
}
],
"resource_individuals": [
{
"identifier": "Bridge_Inspection_Report_Current",
"resource_class": "Bridge Inspection Report",
"document_title": "Current Bridge Inspection Report",
"created_by": "Inspector under supervision of Engineer Intern A",
"created_at": "Current inspection period",
"version": "Most recent",
"used_by": "Engineer Intern A",
"used_in_context": "Reviewed for quality control and defect identification",
"case_involvement": "Revealed unreported concrete bridge member defect",
"source_text": "While reviewing the inspection report for a bridge, Engineer Intern A observed that an inspector...had failed to report a visibly obvious defect",
"is_existing_class": false,
"confidence": 0.95
},
{
"identifier": "Historical_Bridge_Inspection_Archive_5Years",
"resource_class": "Historical Inspection Records",
"document_title": "Five-Year Bridge Inspection Archive with Photographs",
"created_by": "DOT inspection team",
"created_at": "Previous 5 years",
"version": "5-year compilation",
"used_by": "Engineer Intern A",
"used_in_context": "Analyzed to investigate pattern of unreported defects",
"case_involvement": "Revealed systematic failure to report defect over five-year period",
"source_text": "reviewed the inspector's reports and photographs going back five years and discovered that the same inspector had failed to report the same defect for at least five years",
"is_existing_class": false,
"confidence": 0.9
}
]
}
```