Ukraine Alive—A Teaching Website that Continues to Teach Its Creators
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Ukraine Alive is a digital resource built to support elementary education and available at http://ukrainealive.ualberta.ca. The site features contemporary cultural material from Ukraine and is rich in interactive units where students can explore content, play games, and perform tasks online. Google Analytics shows that Ukraine Alive (and its related Alive sites) are popular with teachers and used throughout Alberta and beyond. The creators of Ukraine Alive are working on more sophisticated games to test if gaming can teach culture effectively.Ukraine Alive is also used to teach students at the university level. By generating content for the Alive series of sites, university students learn how to write for publication online, producing formal text and combining it with visuals and audio. Teaching university students the humanistic aspect of formal composition for presentation online is an area of instruction that is only now being recognized.
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.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 it