First International Student World Assembly Conference Teaches Lessons, Forms Friendships
Bibliographic record
Abstract
OBISPO --For Huseng Vefali of Turkey, the first international Student World Assembly convention at Cal Poly July 16-23 was an eye-opener.As chair of a convention subcommittee, he watched as student delegates from around the world debated and tackled their differences in the university's Kennedy Library, eventually coming to a solution."I've learned that if you have an opinion, you should let people know --and that your opinion really does matter," he said at the close of the weeklong convention July 23.Vefali was among some 20 international students and 20 U.S. students who participated in the convention, part of the newly created Student World Assembly, an Internet project sponsored by the nonprofit Raynault Foundation.The foundation aims to create a nongovernmental student organization with ties to universities from around the world. delegates debate Student delegates debate issues during a session in Cal Poly's Kennedy Library July 23."The goal," said Raynault Foundation President and Canadian entrepreneur Paul Raynault, "is to build a nongovernmental representative world assembly to represent people in much the same manner as the United Nations represents governments."Student World Assembly was launched at Cal Poly in September 2003 and is now jointly headquartered at Cal Poly and La Guardia College in New York.SWA currently includes more than 1,000 students at 142 universities and colleges in 68 countries who communicate via the Internet.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.002 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.177 | 0.085 |
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".