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
Abstract This text describes, illustrates and theorizes the creation of a virtual reality (VR) landscape/game/sojourn, titled One for Sorrow, an artwork that seeks to confound the dichotomies between hand and digital making and the illusion of two dimensionality versus three dimensionality. This text also describes the making process as a way to position and trouble the translation of the handmade into the digital using collage, assemblage and montage along with craft theory. Although ostensibly a firstperson puzzle game, the experience uses the old nursery rhyme One for Sorrow to entice the player to explore and discover, not necessarily mixed realities, but rather, mixed sensibilities – 2D/3D, hand/algorithm, drawn/photographic. Digital and handmade aesthetics, coupled with considered sound design and narrative, can evoke an immersive experience and provide an unorthodox model for VR art.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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