Step 4: Case Synthesis

Build a coherent case model from extracted entities

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Expert Witness—Discovery of New Data Following Submission of Report
Step 4 of 5
Four-Phase Synthesis Pipeline
1
Entity Foundation
Passes 1-3
2
Analytical Extraction
2A-2E
3
Decision Synthesis
E1-E3 + LLM
4
Narrative
Timeline + Scenario
Phase 1 Entity Foundation
77 entities
Pass 1: Contextual Framework
  • 10 Roles
  • 9 States
  • 3 Resources
Pass 2: Normative Requirements
  • 8 Principles
  • 8 Obligations
  • 2 Constraints
  • 14 Capabilities
Pass 3: Temporal Dynamics
  • 23 Temporal Dynamics
Phase 2 Analytical Extraction
2A: Code Provisions 5
LLM detect algorithmic linking Case text + Phase 1 entities
II.3.a. Engineers shall be objective and truthful in professional reports, statements, or testimony. They shall include all relevant and pertinent information...
II.3.b. Engineers may express publicly technical opinions that are founded upon knowledge of the facts and competence in the subject matter.
III.1.a. Engineers shall acknowledge their errors and shall not distort or alter the facts.
III.1.b. Engineers shall advise their clients or employers when they believe a project will not be successful.
III.3.a. Engineers shall avoid the use of statements containing a material misrepresentation of fact or omitting a material fact.
2B: Precedent Cases 1
LLM extraction Case text
linked
An engineer serving as an expert witness or forensic consultant must not selectively use data or omit material information, as doing so constitutes an egregious denial of the professional engineer's duties and responsibilities, whether in a legal, quasi-legal, or nonlegal setting.
2C: Questions & Conclusions 13 16
Board text parsed LLM analytical Q&C LLM Q-C linking Case text + 2A provisions
Questions (13)
Question_1 What are Engineer A’s ethical obligations under the circumstances?
Question_101 Does Engineer A's obligation to disclose the data error extend beyond Attorney X to the defendant's attorney or a tribunal, given that the settlement ...
Question_102 What is Engineer A's responsibility if Attorney X, upon being informed of the inaccurate data, chooses not to disclose the correction or proceed with ...
Question_103 Should Engineer A have implemented verification procedures during the original forensic investigation that could have caught the data inaccuracy befor...
Question_104 Does Engineer A have an ongoing duty to monitor the accuracy of the data underlying the report even after submission, or is the obligation triggered o...
Question_201 How should Engineer A's duty of Accountability for Discovered Error be balanced against potential harm to Attorney X's negotiating position and the in...
Question_202 Does Honesty in Forensic Expert Reports conflict with Accountability for Inaccurate Report Data when the corrected conclusions might undermine the ver...
Question_203 How should Integrity in Forensic Expert Services be weighed against the practical reality that immediate disclosure could disrupt or derail an ongoing...
Question_301 From a deontological perspective, did Engineer A fulfill their duty to advise Attorney X immediately upon discovering that the report's underlying dat...
Question_302 From a consequentialist perspective, did the potential disruption to the pending settlement negotiations justify any delay in Engineer A disclosing th...
Question_303 Did Engineer A act with professional integrity by maintaining objectivity and promptly acknowledging the error in the forensic report rather than allo...
Question_401 If the settlement negotiations had already concluded and the case fully settled before Engineer A discovered the data inaccuracy, would the Board stil...
Question_402 If the corrected data had not changed Engineer A's conclusions about the cause of the accident, would the Board still have imposed the same affirmativ...
Conclusions (16)
Conclusion_1 Engineer A had an affirmative obligation to step forward and immediately advise Attorney X. Since Attorney X was in the middle of negotiations with th...
Conclusion_101 The Board's affirmative obligation runs specifically to Attorney X as the retaining client, not directly to the defendant's attorney or a tribunal. En...
Conclusion_102 The Board's reasoning implies that Engineer A's disclosure obligation is deontological and outcome-independent: it attaches upon discovery of the data...
Conclusion_103 The Board's conclusion appears grounded in the fact that Engineer A discovered the inaccuracy while the report was still being actively relied upon in...
Conclusion_201 Regarding Q101, Engineer A's direct professional obligation runs to Attorney X, the retaining client, not to the defendant's attorney or a tribunal. E...
Conclusion_202 Regarding Q102, if Attorney X, once informed, chooses not to correct the record or continues to rely on the flawed report in negotiations, Engineer A'...
Conclusion_203 Regarding Q104, Engineer A's disclosure obligation is triggered by the discovery event itself rather than by an ongoing surveillance duty. The Board's...
Conclusion_204 Regarding Q201 and Q203, the Board's framework establishes that Accountability for Discovered Error and Integrity in Forensic Expert Services categori...
Conclusion_205 Regarding Q202, there is no genuine conflict between Honesty in Forensic Expert Reports and Accountability for Inaccurate Report Data in this case, be...
Conclusion_206 Regarding Q301, from a deontological perspective Engineer A has a duty to disclose that is independent of consequences; the rightness of the disclosur...
Conclusion_207 Regarding Q302, a consequentialist analysis could plausibly support delaying disclosure if it were argued that disclosure risks harming the injured cl...
Conclusion_208 Regarding Q401, the Board's affirmative obligation would likely still apply even if settlement negotiations had already concluded, though the urgency ...
Conclusion_209 Regarding Q402, even if the corrected data did not change Engineer A's ultimate conclusions about the cause of the accident, the Board's reasoning sug...
Conclusion_301 The apparent tensions among Honesty in Forensic Expert Reports, Accountability for Inaccurate Report Data, and Integrity in Forensic Expert Services t...
Conclusion_302 This case establishes a clear prioritization hierarchy for forensic engineers: the engineer's obligation to accuracy and truthful reporting under the ...
Conclusion_303 The synthesis suggests a temporal/triggering principle: Accountability for Discovered Error is activated the instant an inaccuracy is recognized (Engi...
2D: Transformation Classification
phase_lag 68%
LLM classification Phase 1 entities + 2C Q&C

Engineer A's original report was submitted and acted upon (relied on in settlement negotiations) under one set of factual assumptions; a subsequent discovery event (inaccurate data) reveals that the original conclusions may be wrong, triggering a retrospective, immediate disclosure obligation. The Board treats this discovery-triggered duty as activating instantly regardless of prior monitoring obligations, consistent with a phase-lag structure where consequences/obligations surface only after the original act is complete.

Reasoning

The ethical situation is defined by a temporal gap between Engineer A's original action (investigating and submitting the forensic report) and the later discovery that the underlying data was inaccurate, which retroactively creates a new obligation not apparent at the time the report was prepared. This mirrors the framework's phase_lag pattern of 'a temporal gap in which... obligations emerge or become clear only after time has passed,' since the report was relied upon during ongoing settlement negotiations before the error surfaced.

2E: Rich Analysis (Causal Links, Question Emergence, Resolution Patterns)
LLM batched analysis label-to-URI resolution Phase 1 entities + 2C Q&C + 2A provisions
Causal-Normative Links (4)
CausalLink_Engagement Acceptance Because accepting the engagement sets in motion the entire causal chain from investigation through report submission and eventual settlement negotiati...
CausalLink_Forensic Investigation Since the forensic investigation directly determines the content of the report that attorney X and others will later rely on for settlement negotiatio...
CausalLink_Report Submission By fulfilling the duty to be truthful and honest in professional reports, the report submission action carries forward the integrity of the investigat...
CausalLink_Immediate Error Disclosure Triggered by the discovery of a data inaccuracy, the immediate disclosure fulfills both the affirmative obligation to inform attorney X and the ongoin...
Question Emergence (13)
QuestionEmergence_1 The question emerged because discovering a factual error after report submission, but before litigation concludes, creates a genuine conflict between ...
QuestionEmergence_2 The question emerges because the data error was discovered mid-settlement, creating a gap between Engineer A's contractual obligation to Attorney X an...
QuestionEmergence_3 The question emerges because Engineer A's disclosure to Attorney X does not guarantee that the correction reaches the settlement process, exposing a g...
QuestionEmergence_4 The question arises because the report was submitted and relied upon in Pending Settlement Negotiations before the Data Inaccuracy Discovery, forcing ...
QuestionEmergence_5 The question arises because the sequence of Report Submission followed later by Data Inaccuracy Discovery leaves ambiguous whether Engineer A's profes...
QuestionEmergence_6 The question emerges because the timing of error discovery relative to pending negotiations creates a direct clash between the engineer's professional...
QuestionEmergence_7 The question emerges because the same factual discovery of inaccurate report data activates both an honesty obligation to correct the record and an ac...
QuestionEmergence_8 The question emerges because the engineer's professional obligation to correct and disclose material errors collides with the practical reality that t...
QuestionEmergence_9 The question arises because Toulmin's warrant of immediate advisement collides with an implicit warrant of careful verification, so the timing and con...
QuestionEmergence_10 The question arises because Engineer A's discovery of inaccurate data occurred while high stakes settlement negotiations were ongoing, creating a conf...
QuestionEmergence_11 The question arises because the case combines two distinct but related duties, objectivity in forensic conclusions and promptness in advising the clie...
QuestionEmergence_12 The question arises because the Board's original ruling assumed Pending Settlement Negotiations were still active, so altering that temporal condition...
QuestionEmergence_13 The question arises because the Board's actual ruling conflated two distinct justifications, an integrity based duty to correct the record and a harm ...
Resolution Patterns (16)
ResolutionPattern_1 Given that the report's data error surfaced while negotiations remained unresolved, the Board concluded Engineer A was obligated to come forward immed...
ResolutionPattern_2 Because Engineer A was retained solely by Attorney X and lacked privity with the defendant's attorney, the Board concluded that the engineer's ethical...
ResolutionPattern_3 Given that the inaccuracy was a factual error rather than a matter of opinion, the Board concluded that Engineer A's duty to disclose could not be bal...
ResolutionPattern_4 Because the Board grounded urgency in the fact that negotiations were still pending, one can infer that had the case already settled or had the correc...
ResolutionPattern_5 Since Engineer A's only professional relationship was with Attorney X and negotiations had not yet concluded, the Board concluded that fully informing...
ResolutionPattern_6 Given that Attorney X was informed yet persisted in relying on the flawed report, the board concluded Engineer A must protect their own professional i...
ResolutionPattern_7 Because the inaccuracy came to Engineer A's attention only after the report had been submitted and relied upon, the board concluded that the disclosur...
ResolutionPattern_8 Given that Engineer A served as a forensic expert whose report was actively shaping pending settlement negotiations, the board concluded that professi...
ResolutionPattern_9 Because Engineer A's function was to provide objective technical findings rather than to secure a particular case result, the board concluded that a c...
ResolutionPattern_10 Given that Engineer A discovered the inaccuracy while negotiations remained open, the board concluded from a deontological standpoint that the duty to...
ResolutionPattern_11 Given that a narrow consequentialist reading could favor delay to protect the client's settlement leverage, the Board instead adopted a broader conseq...
ResolutionPattern_12 Given that the original obligation arose from discovery of a data error rather than from the negotiation's procedural stage, the Board concluded the d...
ResolutionPattern_13 Given that the hypothetical held the conclusions constant despite the data correction, the Board reasoned that the disclosure obligation still applies...
ResolutionPattern_14 Given that Honesty, Accountability, and Integrity all seemed to point toward different practical concerns, the Board found they in fact converge on im...
ResolutionPattern_15 Given that Engineer A functioned as a forensic fact-finder whose data underlies both Attorney X's and the opposing side's negotiating positions, the B...
ResolutionPattern_16 Given that Engineer A had no established duty to actively re-verify the data after submitting the report, but nonetheless came to recognize the inaccu...
Phase 3 Decision Point Synthesis
Decision Point Synthesis (E1-E3 + Q&C Alignment + LLM)
E1-E3 algorithmic Q&C scoring LLM refinement Phase 1 entities + 2C Q&C + 2E rich analysis
E1
Obligation Coverage
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E2
Action Mapping
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E3
Composition
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Q&C
Alignment
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LLM
Refinement
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Phase 4 Narrative Construction
Narrative Elements (Event Calculus + Scenario Seeds)
algorithmic base LLM enhancement Phase 1 entities + Phase 3 decision points
4.1
Characters
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4.2
Timeline
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4.3
Conflicts
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4.4
Decisions
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Review Entities & Commit View Synthesis

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