Bibliographic record
Abstract
Communications channels with and within the developing world, hence, should be considered in light of the transition of such economies into knowledge societies. The transition from abject poverty to humanly secure is getting shorter, and the tools to foster brain convergence in development planning have become significantly more powerful, more user-defined, more flexible, more abundant, and cheaper. Canada became a country only 133 years ago, and Malaysia and Ghana only in 1957. Yet, at the time of Canada’s 133rd Birthday on July 1, 2000, the United Nations had ranked Canada as the nation with the highest quality of life for the seventh consecutive time (Globe and Mail, 2000). And although Malaysia and Ghana became independent from Britain in 1957, today the two nations are not at the same level of human security. Providing human security relates to optimization of multiple factors that interact nonlinearly; therefore nations in comparable agro-ecological zones that would have been ruled by the same colonial authorities might not achieve the same development status upon being granted political independence; the environment may be suitable for the cultivation of the same crop species, but land management and other inputs and farm practices would determine the yield that each obtained. However, a common feature among nations that have evolved a higher quality of life is probably the development of strategic national goals that are based on increasing the knowledge component of economic and socio-political attributes, and the design of mechanisms to implement and continuously monitor strategies and their effects on society.
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 | 0.001 | 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".