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Record W7006702083

The Writing on the [Fire] Wall: "Mission Critical" Cybersecurity Derivative Litigation is on Delaware's Horizon

2025· article· en· W7006702083 on OpenAlexaboutno aff

Bibliographic record

VenueUF Law Scholarship Repository (University of Florida) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCybersecurity and Cyber Warfare Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSupreme courtData breachQuarter (Canadian coin)Closing (real estate)Derivative (finance)HorizonSupreme Court DecisionsFaithGovernment (linguistics)
DOInot available

Abstract

fetched live from OpenAlex

The impact of the information economy during the last quarter century has been dramatic. But for all its glory, the information economy also presents vulnerabilities: a cybersecurity breach can materially affect firm value. Although some security breaches may be inevitable in the modern world, courts are increasingly considering the question of whether the corporation’s directors and officers may be held liable under the theory that they acted in bad faith in their oversight of the corporation’s cybersecurity. To date, no suit has survived a motion to dismiss but several have settled for sizeable amounts. A watershed decision from the Delaware Supreme Court and a series of chancery court decisions may provide the opening plaintiffs’ lawyers have been looking for. With an unmatched data breach in SolarWinds, the writing is on the [fire]wall: Delaware corporations should brace themselves for “mission critical” cybersecurity derivative litigation.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.818
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0110.002
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.023
GPT teacher head0.285
Teacher spread0.262 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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