The University of Students: A place for joint self-education
Bibliographic record
Abstract
In this article, we explain, explore, and problematize the formation, organization, leadership, and daily educational life of the first (to our knowledge) international democratic university of students (UniS) in the 21st century. UniS is run by the students, for the students, and with the students for their diverse purposes, desires, interests, and needs. A student is anyone who freely chooses to study something for whatever reason. Everyone can become a student at any time without any high school credits, fees, bureaucracy, tests, or any other form of human suffering. But what exactly is UniS? Why students? What if…? How can one visualize UniS, which is “so vague, so bizarre, so unnecessary to me!” What are its philosophical principles? Who are we? What does the University of Students look like? In the spirit of curiosity, wonder, leisure, fun, freedom, and love for learning, we invite the reader to attend and connect with two working edu-clubs of UniS: a movie club “Schooling Around the World and Time” and an “Educationalist Club.” In addition, we discuss some of the main issues, limitations, and challenges, including the civilization of the necessities, colonization of the human spirit by the economy, a lack of genuine leisure, and toxification of the human by foisted education. The open-ended, poetic conclusion lets the readers form their own interpretations, ideas, questions, and answers about UniS. What is the future of UniS? And only time will tell, 10, 100 years later or 100 light-years from now.
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 | 0.010 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.020 | 0.044 |
| Scholarly communication | 0.023 | 0.026 |
| Open science | 0.002 | 0.030 |
| Research integrity | 0.007 | 0.016 |
| Insufficient payload (model declined to judge) | 0.011 | 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".