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
Scholars from various disciplines have explored the powerful symbolic function that children occupy within public discourses of technology, but less attention has been paid to the role this plays in the social shaping of the technologies themselves. Virtual worlds present a unique site for studying how ideas about children become embedded in the artifacts adults make for them. This article argues that children’s virtual worlds are fundamentally negotiated spaces in which broader aspirations and anxieties about children’s relationships with play, technology, consumer culture, and the public sphere resurface as “configurations” of an imagined, ideal child player. The article begins with a brief overview of the children's virtual worlds phenomenon, followed by a discussion of related research on children’s play and play technologies. Findings from a case study of six commercial, game-themed virtual worlds targeted specifically to children are then presented, with a focus on how these artifacts configure their child players in highly ideological and normative ways, wherein play is narrowly defined in accordance with a neoromantic, consumerist ethos. The article aims to uncover the hidden politics inscribed within a particular genre of children’s technology and to explore some of the implications for children’s digital play.
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 | 0.001 |
| Science and technology studies | 0.002 | 0.012 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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