Unlimited Liability in the Modern Context: An Examination of\nShareholder Liability in Nova Scotia Unlimited Liability Companies
Bibliographic record
Abstract
For over 30 years, unlimited liability companies have been ubiquitous in USCanadian M&A transactions. Typically interposed between a US parent company and a Canadian operating company, these entities quietly function to make such structures more tax efficient. They are facilitated by Nova Scotia's venerable Companies Act, which has allowed for the incorporation of corporations with unlimited liability for over a hundred years. Unlimited liability of shareholders is the singular defining characteristic of the ULC, but the precise nature of ULC shareholder liability was apparently regarded as something of a technicality and rarely, if ever, closely examined in the professional or academic literature or considered by the courts. Perhaps unlimited liability was considered too familiar a concept to require detailed analysis, or perhaps it was considered irrelevant in practice because the debts of modern ULCs are typically guaranteed by their parent companies. In such a structure, the liability of the parent company seems clear This apparent clarity proved illusory, however, following the recent financial crisis, when a number of ULC parent companies faced bankruptcy and restructuring and the precise nature of their unlimited liability was suddenly the subject of intense scrutiny and conflict.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.010 | 0.017 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".