THE GLOBALIZATION OF R&D AND INTERNATIONAL TECHNOLOGY TRANSFER IN THE 21 ST CENTURY Abstract
Bibliographic record
Abstract
The Twenty-First century was ushered in by an explosion of web based technology. The internet, the web, and satellite communications make it simple for anyone to access researchers and their published results anywhere in the world within minutes. The barriers to the most current research, that have existed for centuries between those countries that are able to make massive investments in research and development, and those with more modest financial research resources have been removed forever. This paradigm shift toward total globalization of participation in the most current aspects of research, development and technology will allow emerging industrialised economies to participate in the global knowledge economy on an more equal basis with the world’s wealthiest nations. markets anywhere around the world. Today, it is apparent that research, development and technology have now been globalized in a manner that can never be reversed. This paradigm shift toward total globalization of participation in the most current aspects of research, development and technology will allow emerging industrialised economies to participate in the global knowledge economy on a more equal basis with the world’s wealthiest nations. It is a new reality that has created an essential shift away from limiting technological opportunities within industrialising economies, toward the concept of globalized R&D. The objective of this paper is to review the experiences of TRIUMF, Canada’s national laboratory for sub-atomic physics research, in international science and global technology transfer. The objective of this paper is to review the experiences of TRIUMF, Canada’s national laboratory for sub-atomic physics research, in international science and global technology transfer, and to produce a framework for effective international commercialization of technology. 1.
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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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.008 | 0.023 |
| Scholarly communication | 0.014 | 0.006 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".