"That Must be a Nice Document to Have": Non Est Factum and Section 5 of the Guarantees Acknowledgment Act
Bibliographic record
Abstract
The Guarantees Acknowledgment Act (GAA) requires that a lawyer be satisfied that a prospective guarantor understands the guarantee they are giving. Section 5 of the GAA provides that a GAA certificate is “conclusive proof” that the GAA has been complied with. This article examines the lack of clarity in Alberta case law on section 5, the GAA certificate, and the common-law defence of non est factum. Some decisions have permitted guarantors to plead non est factum even though a GAA certificate has been issued. Others have treated a GAA certificate as a total bar to a defence of non est factum — an interpretation which, from a lender’s point of view, would make a GAA certificate a “nice document to have” indeed. Despite the growing dominance of this latter interpretation, this article contends that it is not supported by the actual text of the GAA.
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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 | 0.010 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.010 | 0.012 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.014 | 0.009 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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".