Bibliographic record
Abstract
Common law countries have been struggling with electronic data in regard to their discovery rules from the first digital document. All major common law countries, including Australia, New Zealand, Australia, United Kingdom, Canada, South Africa and the United States have recently changed their rules of discovery in an attempt to make sense of all this data and determine what, when and how data should be disclosed by parties in litigation. Case law in these countries has been defining the responsibilities of potential parties and attorneys to prepare for litigation that might happen. The case that was the catalyst of change was the 2003 United States case Zubulake v. UBS Warburg, LLC. Prior to this case judges and attorneys were trying to determine how to deal with electronic data that was becoming more voluminous. In this case, the court made a series of five pretrial orders concerning disputes over electronic discovery issues. These orders included defining accessible and inaccessible data, analyzing cost-shifting, and litigants’ duties to preserve electronic documents and consequences for failure to have an appropriate retention and deletion policy. This paper reviews the key aspects of the Zubulake case and examines the impact of the case on corporate record retention policies. This case was an important harbinger regarding how the discovery rules needed to be changed or redefined to accommodate the electronic data world.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".