Fundamentals of a National Standardization System as a Means Confirming the Quality and Innovation of Products: Experience of International Organizations in Ukraine and Canada
Bibliographic record
Abstract
The article deals with the analysis of requirements of the International Organization for Standardization, other intergovernmental organizations and Canada's national requirements for standardization as a means of confirming the quality and innovation of products. The analysis revealed the peculiarities and regularities in the legal regulation of standardization at the international level. Considerable attention was paid to the analysis of the economic and legal provision of standardization in Canada, where the high-quality application of modern rules of standardization by business entities significantly increased the quality of products at the microeconomic level and the main macroeconomic indicators at the state level through the introduction of innovations as standards. The GDP of other economically developed countries increased due to the application of modern standards. The analysis carried out using comparative studies, statistical and economic comparison and modelling provided an opportunity to formulate the basic principles of developing a national standardization system in Ukraine. They include voluntariness and freedom of standardization; support and updating of legislation; balancing between the requirements that determine the essential requirements for human health, environmental safety and product quality, and self-regulation for the business entity; utility and efficiency of standards in determining responsibility; assisting a consumer or other interested person to determine whether the product is faultless; provision of the right of parties to the contractor an end-user to eliminate the malfunction, delivery of a faultless product or compensation for any losses incurred due to lack of guaranteed characteristics; popularization of the standardization for economic entities.
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 | 0.008 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.009 | 0.005 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".