Bibliographic record
Abstract
Importation and exportation are essential elements of foreign trade. The desired condition is to keep importation and exportation in balance as well as to preserve national reserves via currency control established over the balanced currency. In cases when foreign trade is unbalanced government may take measures to direct, prohibit and restrict money flow in importation and exportation (Ekşi, Nuray, p.3.1.). The first measure was implemented by Canada in 1904, Provisional Customs Tariff Law. In Turkey the first case is seen in Regulation Regarding Prevention of Unfair Competition in Importation enacted in 1989. The first global implementation in paper business was the anti-damping tax resolution adopted as the conclusion of the case pended between Switzerland and Australia in 1998 (https://www.wto.org/english/tratop_e/dispu_e/cases_e/ds119_e.htm); the first implementation in Turkey was “Communiqué Regarding the Prevention of Unfair Competition in Importation” promulgated in Official Gazette under 2015/28 number by the Ministry of Economy.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.018 | 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".