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
Subtle Archaeology: The Complex Infrastructures of Fallout 3 Fallout 3 , Game of the Year Edition, Bethesda Game Studios (2008), Rockville, MD: Bethesda Softworks, $49.99 (USD) Creed, Code and Culture: Assassin's Creed as Videogame Legend Assassin's Creed , Ubisoft Montreal (2008), Montreuil: Ubisoft, $19.99 (USD) A World of Possibilities Digital Culture, Play and Identity: A World of Warcraft<sup/> Reader , Hilde G. Corneliussen and Jill Walker Rettberg (eds) (2008), Cambridge, MA: MIT Press, 304 pp. ISBN 978-0-262-03370-1, Softcover, $31.95 (USD) Space and Video Games: A Relation Led by the Player Video Game Spaces: Image, Play, and Structure in 3D Worlds , Michael Nitsche (2008), Cambridge, MA.: MIT Press, 312 pp. ISBN: 978-0-262-14101-7, Paperback, $35.00 (USD)
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 | 0.001 |
| 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