Step 1: Contextual Framework Pass (Facts)

Extract roles, states, and resources from the facts section

Balancing Client Directives and Public Welfare: Stormwater Management Dilemma
Step 1 of 3

Facts Section

Section Content:
Facts:
Engineer L, a licensed professional engineer, has many years of experience in stormwater control design.
Engineer L is contracted by Client X, a private development entity, to design a stormwater management system for a large residential and commercial development near a small community.
This community relies on a nearby surface water watershed as a primary drinking water source.
Part of Engineer L’s scope of work for Client X includes ensuring that stormwater from the new development will not impact this primary drinking water source for the community.
During the preliminary design phase, Engineer L becomes concerned that the risk of impact to the community drinking water source will potentially increase, as the likelihood of heavy stormwater flows will increase over time.
But before Engineer L can quantify the increased risk, Client X encounters unexpected financial setbacks and requests that Engineer L suspend work identified in the original contract.
In their communications about the suspension, Engineer L does not mention to Client X the potential increased risk of impact to the community drinking water source.
Several months later, Client X’s financial situation improves and Engineer L is asked to resume work on the stormwater management system.
About this same time, an historic heavy rainfall in the region leads to increased stormwater accumulation on-site, raising the risk of runoff into the watershed.
Engineer L conducts additional studies and qualitatively estimates the risk that heavy rainfall could lead to stormwater runoff from the development reaching the nearby watershed and community drinking water source.
Engineer L notifies Client X of this risk, advising that additional protective measures should be considered, especially as local environmental standards require steps to safeguard public water sources.
However, Client X is hesitant to invest in additional protective measures, citing continuing budget limitations.
Despite Engineer L’s concerns, Client X insists on proceeding without added safeguards, stating that Client X will address any compliance issues later, if needed.
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 - ProfessionalRole: Ontology class for Role - 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 === 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 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 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: Facts: Engineer L, a licensed professional engineer, has many years of experience in stormwater control design. Engineer L is contracted by Client X, a private development entity, to design a stormwater management system for a large residential and commercial development near a small community. This community relies on a nearby surface water watershed as a primary drinking water source. Part of Engineer L’s scope of work for Client X includes ensuring that stormwater from the new development will not impact this primary drinking water source for the community. During the preliminary design phase, Engineer L becomes concerned that the risk of impact to the community drinking water source will potentially increase, as the likelihood of heavy stormwater flows will increase over time. But before Engineer L can quantify the increased risk, Client X encounters unexpected financial setbacks and requests that Engineer L suspend work identified in the original contract. In their communications about the suspension, Engineer L does not mention to Client X the potential increased risk of impact to the community drinking water source. Several months later, Client X’s financial situation improves and Engineer L is asked to resume work on the stormwater management system. About this same time, an historic heavy rainfall in the region leads to increased stormwater accumulation on-site, raising the risk of runoff into the watershed. Engineer L conducts additional studies and qualitatively estimates the risk that heavy rainfall could lead to stormwater runoff from the development reaching the nearby watershed and community drinking water source. Engineer L notifies Client X of this risk, advising that additional protective measures should be considered, especially as local environmental standards require steps to safeguard public water sources. However, Client X is hesitant to invest in additional protective measures, citing continuing budget limitations. Despite Engineer L’s concerns, Client X insists on proceeding without added safeguards, stating that Client X will address any compliance issues later, if needed. 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"] } ], "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" } ] }
Saved: 2025-10-13 13:20
LLM Response
```json
{
    "new_role_classes": [
        {
            "label": "Stormwater Control Design Specialist",
            "definition": "A licensed professional engineer specializing in the design and management of stormwater control systems, with particular expertise in protecting water resources from development impacts",
            "distinguishing_features": ["Specialized expertise in stormwater management", "Hydrological modeling capabilities", "Watershed protection knowledge", "Risk assessment for water resource impacts"],
            "professional_scope": "Design of stormwater management systems, watershed impact assessment, drinking water source protection, rainfall and runoff analysis, environmental risk quantification",
            "typical_qualifications": ["Professional engineering license", "Extensive experience in stormwater control design", "Knowledge of local environmental standards", "Expertise in hydrological systems"],
            "generated_obligations": ["Protect public water sources", "Quantify environmental risks", "Advise clients on necessary protective measures", "Ensure compliance with environmental standards", "Balance development needs with public safety"],
            "associated_virtues": ["Environmental stewardship", "Public safety consciousness", "Technical competence", "Professional integrity", "Risk awareness"],
            "relationship_type": "Provider-Client",
            "domain_context": "Engineering",
            "examples_from_case": ["Engineer L has many years of experience in stormwater control design", "ensuring that stormwater from the new development will not impact this primary drinking water source", "Engineer L conducts additional studies and qualitatively estimates the risk"]
        }
    ],
    "role_individuals": [
        {
            "name": "Engineer L",
            "role_classification": "Stormwater Control Design Specialist",
            "attributes": {
                "title": "Engineer",
                "license": "licensed professional engineer",
                "specialization": "stormwater control design",
                "experience": "many years of experience in stormwater control design"
            },
            "relationships": [
                {"type": "contracted_by", "target": "Client X"}
            ],
            "active_obligations": ["Design stormwater management system", "Ensure stormwater will not impact drinking water source", "Quantify increased risk to community water source", "Advise client on protective measures", "Consider local environmental standards"],
            "ethical_tensions": "Conflict between client's budget limitations and professional duty to protect public water source; tension between maintaining client relationship and reporting potential risks to community drinking water",
            "case_involvement": "Contracted to design stormwater management system for development near community water source, identified increased risk during preliminary design, suspended work at client request, resumed work and conducted additional risk studies, advised client on need for protective measures despite client resistance"
        },
        {
            "name": "Client X",
            "role_classification": "Stakeholder Role",
            "attributes": {
                "title": "Client",
                "entity_type": "private development entity",
                "financial_status": "experienced financial setbacks, later improved"
            },
            "relationships": [
                {"type": "contracts", "target": "Engineer L"}
            ],
            "active_obligations": ["Fund stormwater management system design", "Comply with environmental standards", "Protect community water sources"],
            "ethical_tensions": "Conflict between budget limitations and environmental compliance requirements; tension between development goals and public safety obligations",
            "case_involvement": "Contracted Engineer L for stormwater system design, requested work suspension due to financial setbacks, resumed project after financial improvement, resisted additional protective measures citing budget limitations, insisted on proceeding without added safeguards"
        }
    ]
}
```
States Extraction
LLM Prompt
EXISTING STATE CLASSES IN ONTOLOGY (DO NOT RE-EXTRACT THESE): STATE STATES: - Certification Required State: Checkpoint state requiring formal validation processes - Competing Duties State: State requiring ethical prioritization between conflicting obligations - Conflict of Interest State: Professional situation where personal and professional interests compete - Make Objective Truthful Statements: Requirement for honesty in professional communications - 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 - 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 - 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). 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: Facts: Engineer L, a licensed professional engineer, has many years of experience in stormwater control design. Engineer L is contracted by Client X, a private development entity, to design a stormwater management system for a large residential and commercial development near a small community. This community relies on a nearby surface water watershed as a primary drinking water source. Part of Engineer L’s scope of work for Client X includes ensuring that stormwater from the new development will not impact this primary drinking water source for the community. During the preliminary design phase, Engineer L becomes concerned that the risk of impact to the community drinking water source will potentially increase, as the likelihood of heavy stormwater flows will increase over time. But before Engineer L can quantify the increased risk, Client X encounters unexpected financial setbacks and requests that Engineer L suspend work identified in the original contract. In their communications about the suspension, Engineer L does not mention to Client X the potential increased risk of impact to the community drinking water source. Several months later, Client X’s financial situation improves and Engineer L is asked to resume work on the stormwater management system. About this same time, an historic heavy rainfall in the region leads to increased stormwater accumulation on-site, raising the risk of runoff into the watershed. Engineer L conducts additional studies and qualitatively estimates the risk that heavy rainfall could lead to stormwater runoff from the development reaching the nearby watershed and community drinking water source. Engineer L notifies Client X of this risk, advising that additional protective measures should be considered, especially as local environmental standards require steps to safeguard public water sources. However, Client X is hesitant to invest in additional protective measures, citing continuing budget limitations. Despite Engineer L’s concerns, Client X insists on proceeding without added safeguards, stating that Client X will address any compliance issues later, if needed. 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"], "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", "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: 2025-10-13 13:20
LLM Response
Looking at this case, I can identify specific state conditions affecting Engineer L and Client X. Let me extract the new state classes with their corresponding concrete instances.

```json
{
  "new_state_classes": [
    {
      "label": "Work Suspension State",
      "definition": "A state where contracted professional work is temporarily halted due to client circumstances, creating potential gaps in risk assessment and mitigation",
      "activation_conditions": ["Client requests work suspension", "Financial constraints force project pause", "Contractual work stoppage"],
      "termination_conditions": ["Client requests work resumption", "Contract terminated", "New contract established"],
      "persistence_type": "inertial",
      "affected_obligations": ["Duty to communicate known risks", "Obligation to complete assessments", "Professional continuity requirements"],
      "temporal_properties": "Persists from suspension request until formal resumption or termination",
      "domain_context": "Engineering",
      "examples_from_case": ["Engineer L's work suspended due to Client X's financial setbacks"],
      "confidence": 0.9,
      "rationale": "Distinct from non-compliance - represents legitimate but problematic work interruption affecting risk assessment continuity"
    },
    {
      "label": "Unquantified Risk Awareness State",
      "definition": "A state where a professional has identified potential risks but lacks complete quantitative assessment, creating ethical tension between preliminary concerns and formal reporting",
      "activation_conditions": ["Initial risk indicators observed", "Preliminary concerns arise", "Qualitative risk factors identified"],
      "termination_conditions": ["Risk fully quantified", "Additional studies completed", "Risk formally communicated"],
      "persistence_type": "inertial",
      "affected_obligations": ["Duty to protect public welfare", "Obligation to communicate risks", "Professional judgment requirements"],
      "temporal_properties": "Persists from initial concern until risk is fully assessed or communicated",
      "domain_context": "Engineering",
      "examples_from_case": ["Engineer L concerned about drinking water impact before quantification"],
      "confidence": 0.85,
      "rationale": "Captures the ethical challenge of having incomplete but concerning information"
    },
    {
      "label": "Client Budget Constraint State",
      "definition": "A state where client financial limitations actively constrain implementation of recommended safety or compliance measures",
      "activation_conditions": ["Client cites budget limitations", "Financial setbacks occur", "Client refuses recommended measures due to cost"],
      "termination_conditions": ["Budget restored", "Alternative funding secured", "Client accepts recommendations"],
      "persistence_type": "inertial",
      "affected_obligations": ["Duty to ensure adequate safety measures", "Compliance with standards", "Professional recommendations"],
      "temporal_properties": "Persists while financial constraints affect project decisions",
      "domain_context": "Engineering",
      "examples_from_case": ["Client X hesitant to invest in protective measures due to continuing budget limitations"],
      "confidence": 0.9,
      "rationale": "Specific constraint affecting implementation of professional recommendations"
    }
  ],
  "state_individuals": [
    {
      "identifier": "EngineerL_WorkSuspension_StormwaterProject",
      "state_class": "Work Suspension State",
      "subject": "Engineer L",
      "initiated_by": "Client X's request to suspend work due to unexpected financial setbacks",
      "initiated_at": "During preliminary design phase after initial risk concerns arose",
      "terminated_by": "Client X's request to resume work when financial situation improved",
      "terminated_at": "Several months later",
      "affects_obligations": ["Complete risk assessment for drinking water source", "Communicate identified risks to client"],
      "urgency_level": "medium",
      "related_parties": ["Client X", "Small community relying on watershed"],
      "case_involvement": "Created gap in risk assessment and delayed communication of water source concerns",
      "is_existing_class": false,
      "confidence": 0.95
    },
    {
      "identifier": "EngineerL_UnquantifiedRisk_DrinkingWaterImpact",
      "state_class": "Unquantified Risk Awareness State",
      "subject": "Engineer L",
      "initiated_by": "Observation during preliminary design that stormwater flows would increase over time",
      "initiated_at": "During preliminary design phase",
      "terminated_by": "Completion of additional studies providing qualitative risk estimates",
      "terminated_at": "After work resumption and historic rainfall event",
      "affects_obligations": ["Protect public welfare", "Communicate risks to client", "Ensure drinking water safety"],
      "urgency_level": "high",
      "related_parties": ["Client X", "Community using watershed for drinking water"],
      "case_involvement": "Engineer L did not mention potential risks during suspension communications",
      "is_existing_class": false,
      "confidence": 0.9
    },
    {
      "identifier": "ClientX_BudgetConstraint_ProtectiveMeasures",
      "state_class": "Client Budget Constraint State",
      "subject": "Client X",
      "initiated_by": "Unexpected financial setbacks affecting development project",
      "initiated_at": "During preliminary design phase",
      "terminated_by": "Not terminated in case narrative",
      "terminated_at": "Ongoing at case end",
      "affects_obligations": ["Implement adequate protective measures", "Comply with environmental standards", "Safeguard public water sources"],
      "urgency_level": "high",
      "related_parties": ["Engineer L", "Community dependent on watershed"],
      "case_involvement": "Client X refused additional protective measures despite Engineer L's recommendations",
      "is_existing_class": false,
      "confidence": 0.95
    },
    {
      "identifier": "ClientX_BudgetConstraint_PostResumption",
      "state_class": "Client Budget Constraint State",
      "subject": "Client X",
      "initiated_by": "Continuing budget limitations despite improved financial situation",
      "initiated_at": "When work resumed after several months",
      "terminated_by": "Not terminated in case narrative",
      "terminated_at": "Ongoing at case end",
      "affects_obligations": ["Implement Engineer L's recommended safeguards", "Address compliance proactively"],
      "urgency_level": "critical",
      "related_parties": ["Engineer L", "Community watershed users"],
      "case_involvement": "Led to Client X insisting on proceeding without added safeguards",
      "is_existing_class": false,
      "confidence": 0.9
    }
  ]
}
```
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: Facts: Engineer L, a licensed professional engineer, has many years of experience in stormwater control design. Engineer L is contracted by Client X, a private development entity, to design a stormwater management system for a large residential and commercial development near a small community. This community relies on a nearby surface water watershed as a primary drinking water source. Part of Engineer L’s scope of work for Client X includes ensuring that stormwater from the new development will not impact this primary drinking water source for the community. During the preliminary design phase, Engineer L becomes concerned that the risk of impact to the community drinking water source will potentially increase, as the likelihood of heavy stormwater flows will increase over time. But before Engineer L can quantify the increased risk, Client X encounters unexpected financial setbacks and requests that Engineer L suspend work identified in the original contract. In their communications about the suspension, Engineer L does not mention to Client X the potential increased risk of impact to the community drinking water source. Several months later, Client X’s financial situation improves and Engineer L is asked to resume work on the stormwater management system. About this same time, an historic heavy rainfall in the region leads to increased stormwater accumulation on-site, raising the risk of runoff into the watershed. Engineer L conducts additional studies and qualitatively estimates the risk that heavy rainfall could lead to stormwater runoff from the development reaching the nearby watershed and community drinking water source. Engineer L notifies Client X of this risk, advising that additional protective measures should be considered, especially as local environmental standards require steps to safeguard public water sources. However, Client X is hesitant to invest in additional protective measures, citing continuing budget limitations. Despite Engineer L’s concerns, Client X insists on proceeding without added safeguards, stating that Client X will address any compliance issues later, if needed. 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"], "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", "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", "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: 2025-10-13 13:20
LLM Response
```json
{
  "new_resource_classes": [
    {
      "label": "Environmental Protection Standards",
      "definition": "Regulatory standards and requirements specifically focused on protecting environmental resources including water, air, and soil quality",
      "resource_type": "regulatory_standard",
      "accessibility": ["public", "official"],
      "authority_source": "Environmental Protection Agencies (local, state, or federal)",
      "typical_usage": "Ensuring compliance with environmental protection requirements and safeguarding public health resources",
      "domain_context": "Environmental Engineering",
      "examples_from_case": ["local environmental standards requiring steps to safeguard public water sources"],
      "confidence": 0.95,
      "rationale": "Specific environmental standards mentioned as requiring protection of public water sources, distinct from general legal resources"
    },
    {
      "label": "Stormwater Management Design Contract",
      "definition": "Formal agreement specifying scope of work, deliverables, and responsibilities for stormwater management system design projects",
      "resource_type": "contractual_document",
      "accessibility": ["restricted", "proprietary"],
      "authority_source": "Client and Engineering Firm",
      "typical_usage": "Defining project scope, deliverables, timelines, and professional responsibilities",
      "domain_context": "Engineering Project Management",
      "examples_from_case": ["original contract between Engineer L and Client X"],
      "confidence": 0.9,
      "rationale": "The original contract defines Engineer L's scope of work and professional obligations"
    },
    {
      "label": "Stormwater Risk Assessment Study",
      "definition": "Technical analysis documenting the probability and potential impacts of stormwater runoff on surrounding environment and water resources",
      "resource_type": "technical_study",
      "accessibility": ["restricted", "project-specific"],
      "authority_source": "Licensed Professional Engineers",
      "typical_usage": "Quantifying environmental risks and informing design decisions for stormwater management",
      "domain_context": "Environmental/Civil Engineering",
      "examples_from_case": ["additional studies conducted by Engineer L to estimate stormwater runoff risk"],
      "confidence": 0.85,
      "rationale": "Engineer L conducted specific studies to assess risk to the watershed"
    }
  ],
  "resource_individuals": [
    {
      "identifier": "Local_Environmental_Standards_Water_Protection",
      "resource_class": "Environmental Protection Standards",
      "document_title": "Local environmental standards for public water source protection",
      "created_by": "Local environmental authority",
      "used_by": "Engineer L",
      "used_in_context": "Referenced when advising Client X about required protective measures",
      "case_involvement": "Established requirement for safeguarding public water sources that Client X was hesitant to follow",
      "is_existing_class": false,
      "confidence": 0.95
    },
    {
      "identifier": "ClientX_EngineerL_Stormwater_Contract",
      "resource_class": "Stormwater Management Design Contract",
      "document_title": "Original contract for stormwater management system design",
      "created_by": "Client X and Engineer L",
      "used_by": "Engineer L and Client X",
      "used_in_context": "Defined Engineer L's scope of work including ensuring no impact to community drinking water",
      "case_involvement": "Established Engineer L's professional obligation to protect the drinking water source; work suspended due to financial setbacks",
      "is_existing_class": false,
      "confidence": 0.9
    },
    {
      "identifier": "EngineerL_Stormwater_Risk_Study",
      "resource_class": "Stormwater Risk Assessment Study",
      "document_title": "Additional studies on stormwater runoff risk to watershed",
      "created_by": "Engineer L",
      "created_at": "After historic heavy rainfall event",
      "used_by": "Engineer L",
      "used_in_context": "Qualitatively estimated risk of stormwater reaching community drinking water source",
      "case_involvement": "Provided technical basis for Engineer L's recommendation for additional protective measures",
      "is_existing_class": false,
      "confidence": 0.85
    }
  ]
}
```