Virtual Convergence: Exploring Culture and Meaning in Playscapes
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
Background Research into digital practices and cultures repeatedly calls attention to the complexity of communication spaces and meaning-making practices. With the blurring of boundaries between online and offline, these entangled practices involve the interweaving of human, material, semiotic, and discursive practices. Purpose This introductory article builds on theoretical work by Huizinga and Appadurai and presents the concept of playscapes to help situate the overall collection of articles in this special issue, Virtual Convergence: Synergies in Virtual Worlds and Videogames Research. Research Design This analytic essay examines virtual worlds and videogames and offers the concept of playscapes to expand the discourse about space and finitudes of practice. Conclusions Playscapes extend current conversations about learning, transmedia, and play ecologies because playscapes can support the discussion of entangled meaning making across space and time, all the while acknowledging the situated nature of the activity.
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 | 0.002 |
| 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 | 0.001 |
| 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