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
In this research, a virtual world of an Austrian town centre was created to teach German to first year students at the University of Calgary. While interacting with characters in the City of Salzburg, students were able to take control of their own learning, and at the same time were exposed to cultural and linguistic realia that are often not present in other types of language games. In playing the game, students reported an improvement in their listening skills, and they also noted that the experience was beneficial for vocabulary learning, pronunciation, general fluency, and improving reading skills. Surveys and direct observation of student game play offer insights into attitudes towards personal use of games, the value of educational games for teaching language and impact of different testing environments on the success of playing a game. Examining the recorded paths taken through this world by students during the game, space syntax research offers some interesting perspective insights into strategies game players employ when looking for the correct path through an urban space. In fact, isovist and axial maps may be helpful in predicting the first line of action taken by game players as they navigate through a virtual world with no verbal clues.
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 | 0.000 | 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 | 0.000 | 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 it