Bibliographic record
Abstract
Auctioneering as a profession has been in existence for many years. The advantage of selling goods through a public auction compared to a normal willing buyer-willing seller process is that the consignor of the goods is likely to get a better price through a competitive bidding process. A professional consignee known as an auctioneer moderates the competitive bidding process during the sale of goods. However, because of the nature of the business and the frequent huge amounts of money involved in the transactions, there is a need to regulate the auctioneering. Every jurisdiction where auctioneering has specific rules that dictate regulate auctioneer standards. This article looks at the auctioneering standards that have been set and legislated in Alberta (Canada) and Vietnam. The paper has identified the minimum requirements that a prospective auctioneer has to meet in the jurisdictions for them to be given a licence to practice. Also, the paper has identified some regulations that guide the auctioneering process in the said jurisdictions. In the article, the researcher further identified key legal prohibitions that are part of the auctioneering standards.
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 | 0.000 | 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".