Reforming Personal Property Security Law – Some Implications for the Baselines of Priority Regulation
Bibliographic record
Abstract
The following text wants to add to the existing discussion on the reform of personal property security. It deals with an important aspect of regulation of secured transactions, i.e., how conflicts between creditors with interests in the same object of the debtor’s property should be solved. At the centre of the discussion are the baseline criteria used to order priority conflicts. In order to explore those basic criteria, the text compares two models of legislation in the field of personal property security: The unitary and functional approach and the so-called “formal” approach, the latter admitting the coexistence of different kinds of institutions of personal property security. Comparing those two approaches, the text focuses on the US-American law (Article 9 UCC) and the Canadian Personal Property Security Acts (PPSA) as prominent forerunners of today’s unitary and functional legislation, on the one hand, and on German and Swiss law of secured credit as prominent examples for continental European law, on the other hand. Using the example of German and Swiss law, the comparison wants to provide for some argumentation on how continental European law of secured credit could be amended in order to achieve effective and efficient use of security. Amongst other things, the text will show, that the effects of the decision regarding priority regulation will be most visible in the field of title-security. US-American, Canadian and continental European law differ a lot regarding their treatment of title-security. Thus, regulation of priority conflicts necessarily has to take into account the choices made regarding the use of title-security.
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 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 | 0.018 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.038 |
| Scholarly communication | 0.014 | 0.021 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.010 | 0.013 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".